diff --git a/kyuubi-server/src/main/scala/yaooqinn/kyuubi/operation/statement/ExecuteStatementInClientMode.scala b/kyuubi-server/src/main/scala/yaooqinn/kyuubi/operation/statement/ExecuteStatementInClientMode.scala
index 1538d5662e5..0af21cc6c14 100644
--- a/kyuubi-server/src/main/scala/yaooqinn/kyuubi/operation/statement/ExecuteStatementInClientMode.scala
+++ b/kyuubi-server/src/main/scala/yaooqinn/kyuubi/operation/statement/ExecuteStatementInClientMode.scala
@@ -26,9 +26,8 @@ import org.apache.commons.lang3.StringUtils
 import org.apache.hadoop.fs.{FileUtil, Path}
 import org.apache.spark.KyuubiConf._
 import org.apache.spark.KyuubiSparkUtil
-import org.apache.spark.sql.{AnalysisException, DataFrame, SparkSQLUtils}
+import org.apache.spark.sql.{DataFrame, SparkSQLUtils}
 import org.apache.spark.sql.catalyst.catalog.{FileResource, FunctionResource, JarResource}
-import org.apache.spark.sql.catalyst.parser.ParseException
 import org.apache.spark.sql.catalyst.plans.logical.LogicalPlan
 import org.apache.spark.sql.execution.command.{AddFileCommand, AddJarCommand, CreateFunctionCommand}
 import org.apache.spark.sql.types._
@@ -193,12 +192,14 @@ class ExecuteStatementInClientMode(session: KyuubiSession, statement: String, ru
         m.RUNNING_QUERIES.dec()
         m.TOTAL_QUERIES.inc()
       }
-      sparkSession.sparkContext.cancelJobGroup(statementId)
     }
   }
 
   override protected def onStatementError(id: String, message: String, trace: String): Unit = {
     super.onStatementError(id, message, trace)
+    if (!sparkSession.sparkContext.isStopped) {
+      sparkSession.sparkContext.cancelJobGroup(statementId)
+    }
     KyuubiServerMonitor.getListener(session.getUserName)
       .foreach(_.onStatementError(id, message, trace))
     MetricsSystem.get.foreach(_.ERROR_QUERIES.inc)
@@ -206,7 +207,9 @@ class ExecuteStatementInClientMode(session: KyuubiSession, statement: String, ru
 
   override protected def cleanup(state: OperationState) {
     super.cleanup(state)
-    sparkSession.sparkContext.cancelJobGroup(statementId)
+    if (!sparkSession.sparkContext.isStopped) {
+      sparkSession.sparkContext.cancelJobGroup(statementId)
+    }
   }
 }
 
diff --git a/kyuubi-server/src/main/scala/yaooqinn/kyuubi/spark/SparkSessionCacheManager.scala b/kyuubi-server/src/main/scala/yaooqinn/kyuubi/spark/SparkSessionCacheManager.scala
index 8012d34b2b7..c307940d30c 100644
--- a/kyuubi-server/src/main/scala/yaooqinn/kyuubi/spark/SparkSessionCacheManager.scala
+++ b/kyuubi-server/src/main/scala/yaooqinn/kyuubi/spark/SparkSessionCacheManager.scala
@@ -22,8 +22,8 @@ import java.util.concurrent.{ConcurrentHashMap, Executors, TimeUnit}
 import scala.collection.JavaConverters._
 
 import com.google.common.util.concurrent.ThreadFactoryBuilder
+import org.apache.spark.{KyuubiSparkUtil, SparkConf}
 import org.apache.spark.KyuubiConf._
-import org.apache.spark.SparkConf
 import org.apache.spark.sql.SparkSession
 
 import yaooqinn.kyuubi.Logging
@@ -53,6 +53,18 @@ class SparkSessionCacheManager private(name: String) extends AbstractService(nam
     }
   }
 
+  /**
+   * This is a little bit hacky, Spark sometimes call the active context to get configuration and
+   * when the context stop, Spark will remove this active context, which results in Kyuubi we may
+   * encounter with `None.get()` exception. This is not a thread safe and complete solution for
+   * that issue, but it can significantly reduce the probability.
+   */
+  private def resetActiveSparkContext(): Unit = {
+    userToSession.values().asScala.find(!_.isCrashed).foreach { ssc =>
+      KyuubiSparkUtil.setActiveSparkContext(ssc.spark.sparkContext)
+    }
+  }
+
   /**
    * Stop the idle [[SparkSession]] instance, then it can be cleared by the `sessionCleaner` or
    * when the user reconnecting action.
@@ -62,6 +74,7 @@ class SparkSessionCacheManager private(name: String) extends AbstractService(nam
     if (ssc.isIdle) {
       info(s"Stopping idle SparkSession for user [$user]")
       ssc.spark.stop()
+      resetActiveSparkContext()
       KyuubiServerMonitor.detachUITab(user)
       System.setProperty("SPARK_YARN_MODE", "true")
     }
diff --git a/kyuubi-server/src/main/scala/yaooqinn/kyuubi/spark/SparkSessionWithUGI.scala b/kyuubi-server/src/main/scala/yaooqinn/kyuubi/spark/SparkSessionWithUGI.scala
index af424ac51ca..936ec3f90a1 100644
--- a/kyuubi-server/src/main/scala/yaooqinn/kyuubi/spark/SparkSessionWithUGI.scala
+++ b/kyuubi-server/src/main/scala/yaooqinn/kyuubi/spark/SparkSessionWithUGI.scala
@@ -25,7 +25,7 @@ import scala.concurrent.duration.Duration
 import scala.util.Try
 
 import org.apache.hadoop.security.UserGroupInformation
-import org.apache.spark.{KyuubiSparkUtil, SparkConf, SparkContext}
+import org.apache.spark.{KyuubiSparkUtil, SparkConf, SparkContext, SparkEnv}
 import org.apache.spark.KyuubiConf._
 import org.apache.spark.KyuubiSparkUtil._
 import org.apache.spark.sql.{SparkSession, SparkSQLUtils}
@@ -53,7 +53,12 @@ class SparkSessionWithUGI(
   private lazy val newContext: Thread = {
     val threadName = "SparkContext-Starter-" + userName
     new Thread(threadName) {
-      override def run(): Unit = promisedSparkContext.complete(Try(new SparkContext(conf)))
+      override def run(): Unit = promisedSparkContext.complete(Try {
+        if (SparkEnv.get != null) {
+          Thread.sleep(2000)
+        }
+        new SparkContext(conf)
+      })
     }
   }