diff --git a/tests/nn_tests.py b/tests/nn_tests.py
index b9d657cd..fcb6dd97 100644
--- a/tests/nn_tests.py
+++ b/tests/nn_tests.py
@@ -59,17 +59,6 @@ def test_nn_conf_dict():
     clf = TPOTClassifier(config_dict=classifier_config_nn)
     assert clf.config_dict == classifier_config_nn
 
-def test_nn_errors_on_multiclass():
-    """Assert that TPOT-NN throws an error when you try to pass training data with > 2 classes. (NN)"""
-    clf = TPOTClassifier(
-        random_state=42,
-        population_size=1,
-        generations=1,
-        config_dict=classifier_config_nn,
-        template='PytorchLRClassifier'
-    )
-    assert_raises(ValueError, clf.fit, multiclass_X, multiclass_y)
-
 def test_pytorch_lr_classifier():
     """Assert that the PytorchLRClassifier model works. (NN)"""
     clf = nn.PytorchLRClassifier(