diff --git a/e2e_testing/xfail_sets.py b/e2e_testing/xfail_sets.py
index 406727370..a37d4dddc 100644
--- a/e2e_testing/xfail_sets.py
+++ b/e2e_testing/xfail_sets.py
@@ -454,6 +454,7 @@ STABLEHLO_PASS_SET = {
     "ElementwiseFlattenBroadcastModule_basic",
     "ElementwiseLeakyReluModule_basic",
     "ElementwiseEluModule_basic",
+    "ElementwiseEluNonDefaultModule_basic",
     "ElementwiseLogModule_basic",
     "ElementwiseNegModule_basic",
     "ElementwiseRsqrtModule_basic",
@@ -908,6 +909,7 @@ TOSA_PASS_SET = {
     "ElementwiseReluModule_basic",
     "ElementwiseLeakyReluModule_basic",
     "ElementwiseEluModule_basic",
+    "ElementwiseEluNonDefaultModule_basic",
     "ElementwiseFloorModule_basic",
     "ElementwiseLogModule_basic",
     "ElementwiseBinaryStaticShapeModule_basic",
diff --git a/lib/Dialect/Torch/Transforms/LowerToBackendContract.cpp b/lib/Dialect/Torch/Transforms/LowerToBackendContract.cpp
index 09a64976a..2e2db90d3 100644
--- a/lib/Dialect/Torch/Transforms/LowerToBackendContract.cpp
+++ b/lib/Dialect/Torch/Transforms/LowerToBackendContract.cpp
@@ -426,6 +426,7 @@ static void markDecomposedOpsAsIllegal(MLIRContext *context,
   target.addIllegalOp<AtenRandLikeOp>();
   target.addIllegalOp<AtenHardsigmoidOp>();
   target.addIllegalOp<AtenRelu6Op>();
+  target.addIllegalOp<AtenEluOp>();
   target.addIllegalOp<AtenHardswishOp>();
   target.addIllegalOp<AtenSoftplusOp>();
   target.addIllegalOp<AtenSiluOp>();
diff --git a/python/torch_mlir_e2e_test/test_suite/elementwise.py b/python/torch_mlir_e2e_test/test_suite/elementwise.py
index c75e7d671..40bb9975a 100644
--- a/python/torch_mlir_e2e_test/test_suite/elementwise.py
+++ b/python/torch_mlir_e2e_test/test_suite/elementwise.py
@@ -476,6 +476,27 @@ def ElementwiseLeakyReluStaticModule_basic(module, tu: TestUtils):
 # ==============================================================================
 
 
+class ElementwiseEluNonDefaultModule(torch.nn.Module):
+
+    def __init__(self):
+        super().__init__()
+
+    @export
+    @annotate_args([
+        None,
+        ([-1, -1], torch.float32, True),
+    ])
+    def forward(self, x):
+        return torch.ops.aten.elu(x, scale=1.5, alpha=2.0, input_scale=3.0)
+
+@register_test_case(module_factory=lambda: ElementwiseEluNonDefaultModule())
+def ElementwiseEluNonDefaultModule_basic(module, tu: TestUtils):
+    module.forward(tu.rand(5,3, low=-1, high=1))
+
+
+# ==============================================================================
+
+
 class ElementwiseEluModule(torch.nn.Module):
 
     def __init__(self):