diff --git a/helm-chart/ray-cluster/README.md b/helm-chart/ray-cluster/README.md
index 17e35465f5f..e727314bb90 100644
--- a/helm-chart/ray-cluster/README.md
+++ b/helm-chart/ray-cluster/README.md
@@ -84,6 +84,7 @@ helm uninstall raycluster
 | head.labels | object | `{}` | Labels for the head pod |
 | head.serviceAccountName | string | `""` |  |
 | head.restartPolicy | string | `""` |  |
+| head.runtimeClassName | string | `""` | runtimeClassName is the name of the RuntimeClass to use to run the head Pod. |
 | head.containerEnv | list | `[]` |  |
 | head.envFrom | list | `[]` | envFrom to pass to head pod |
 | head.resources.limits.cpu | string | `"1"` |  |
@@ -113,6 +114,7 @@ helm uninstall raycluster
 | worker.labels | object | `{}` | Labels for the worker pod |
 | worker.serviceAccountName | string | `""` |  |
 | worker.restartPolicy | string | `""` |  |
+| worker.runtimeClassName | string | `""` | runtimeClassName is the name of the RuntimeClass to use to run the worker Pods. |
 | worker.initContainers | list | `[]` | Init containers to add to the worker pod |
 | worker.containerEnv | list | `[]` |  |
 | worker.envFrom | list | `[]` | envFrom to pass to worker pod |
@@ -142,6 +144,7 @@ helm uninstall raycluster
 | additionalWorkerGroups.smallGroup.labels | object | `{}` | Labels for the additional worker pod |
 | additionalWorkerGroups.smallGroup.serviceAccountName | string | `""` |  |
 | additionalWorkerGroups.smallGroup.restartPolicy | string | `""` |  |
+| additionalWorkerGroups.smallGroup.runtimeClassName | string | `""` | runtimeClassName for this additional worker group. Empty string means default runtime. |
 | additionalWorkerGroups.smallGroup.containerEnv | list | `[]` |  |
 | additionalWorkerGroups.smallGroup.envFrom | list | `[]` | envFrom to pass to additional worker pod |
 | additionalWorkerGroups.smallGroup.resources.limits.cpu | int | `1` |  |
diff --git a/helm-chart/ray-cluster/templates/raycluster-cluster.yaml b/helm-chart/ray-cluster/templates/raycluster-cluster.yaml
index 8ef6a860c15..b018b5f4de7 100644
--- a/helm-chart/ray-cluster/templates/raycluster-cluster.yaml
+++ b/helm-chart/ray-cluster/templates/raycluster-cluster.yaml
@@ -155,6 +155,9 @@ spec:
         {{- with .Values.head.restartPolicy }}
         restartPolicy: {{ . }}
         {{- end }}
+        {{- with .Values.head.runtimeClassName }}
+        runtimeClassName: {{ . }}
+        {{- end }}
         {{- with .Values.head.serviceAccountName }}
         serviceAccountName: {{ . }}
         {{- end }}
@@ -281,6 +284,9 @@ spec:
         {{- with .Values.worker.restartPolicy }}
         restartPolicy: {{ . }}
         {{- end }}
+        {{- with .Values.worker.runtimeClassName }}
+        runtimeClassName: {{ . }}
+        {{- end }}
         {{- with .Values.worker.serviceAccountName }}
         serviceAccountName: {{ . }}
         {{- end }}
@@ -408,6 +414,9 @@ spec:
         {{- with $values.restartPolicy }}
         restartPolicy: {{ . }}
         {{- end }}
+        {{- with $values.runtimeClassName }}
+        runtimeClassName: {{ . }}
+        {{- end }}
         {{- with $values.serviceAccountName }}
         serviceAccountName: {{ . }}
         {{- end }}
diff --git a/helm-chart/ray-cluster/tests/raycluster_test.yaml b/helm-chart/ray-cluster/tests/raycluster_test.yaml
index 4f931dc6c24..e3e5faa3776 100644
--- a/helm-chart/ray-cluster/tests/raycluster_test.yaml
+++ b/helm-chart/ray-cluster/tests/raycluster_test.yaml
@@ -2153,3 +2153,32 @@ tests:
       - equal:
           path: spec.workerGroupSpecs[?(@.groupName=="smallGroup")].template.spec.securityContext.fsGroup
           value: 3000
+
+  - it: Should set head runtimeClassName when `head.runtimeClassName` is set
+    set:
+      head:
+        runtimeClassName: nvidia
+    asserts:
+      - equal:
+          path: spec.headGroupSpec.template.spec.runtimeClassName
+          value: nvidia
+
+  - it: Should set worker runtimeClassName when `worker.runtimeClassName` is set
+    set:
+      worker:
+        runtimeClassName: nvidia
+    asserts:
+      - equal:
+          path: spec.workerGroupSpecs[?(@.groupName=="workergroup")].template.spec.runtimeClassName
+          value: nvidia
+
+  - it: Should set additional worker group runtimeClassName when `additionalWorkerGroups.smallGroup.runtimeClassName` is set
+    set:
+      additionalWorkerGroups:
+        smallGroup:
+          disabled: false
+          runtimeClassName: nvidia
+    asserts:
+      - equal:
+          path: spec.workerGroupSpecs[?(@.groupName=="smallGroup")].template.spec.runtimeClassName
+          value: nvidia
diff --git a/helm-chart/ray-cluster/values.yaml b/helm-chart/ray-cluster/values.yaml
index 2d460849432..8a21448f59b 100644
--- a/helm-chart/ray-cluster/values.yaml
+++ b/helm-chart/ray-cluster/values.yaml
@@ -98,6 +98,9 @@ head:
   serviceAccountName: ""
   restartPolicy: ""
 
+  # -- runtimeClassName is the name of the RuntimeClass to use to run the head Pod.
+  runtimeClassName: ""
+
   # containerEnv specifies environment variables for the Ray container,
   # Follows standard K8s container env schema.
   containerEnv: []
@@ -211,6 +214,9 @@ worker:
   serviceAccountName: ""
   restartPolicy: ""
 
+  # -- runtimeClassName is the name of the RuntimeClass to use to run the worker Pods.
+  runtimeClassName: ""
+
   # -- Init containers to add to the worker pod
   initContainers: []
 
@@ -319,6 +325,9 @@ additionalWorkerGroups:
     serviceAccountName: ""
     restartPolicy: ""
 
+    # -- runtimeClassName for this additional worker group. Empty string means default runtime.
+    runtimeClassName: ""
+
     # containerEnv specifies environment variables for the Ray container,
     # Follows standard K8s container env schema.
     containerEnv: []