diff --git a/e2e_testing/torchscript/xfail_sets.py b/e2e_testing/torchscript/xfail_sets.py
index 1e0ed43bbf2e..6ce28c876aaf 100644
--- a/e2e_testing/torchscript/xfail_sets.py
+++ b/e2e_testing/torchscript/xfail_sets.py
@@ -43,4 +43,5 @@
     "BoolTensorReturnFalseModule_basic",
     "BoolTensorReturnTrueModule_basic",
     "BoolTensorReturnMixedModule_basic",
+    "ElementwiseRsqrtModule_basic",
 }
diff --git a/lib/Conversion/TorchToTosa/TorchToTosa.cpp b/lib/Conversion/TorchToTosa/TorchToTosa.cpp
index 3320e4b632b2..a7097fe70926 100644
--- a/lib/Conversion/TorchToTosa/TorchToTosa.cpp
+++ b/lib/Conversion/TorchToTosa/TorchToTosa.cpp
@@ -442,6 +442,7 @@ class ConvertTorchToTosa : public ConvertTorchToTosaBase<ConvertTorchToTosa> {
   patterns.add<ConvertAtenUnaryOp<AtenOp, TosaOp>>(typeConverter, context);
     INSERT_UNARY_PATTERN(AtenNegOp, tosa::NegateOp)
     INSERT_UNARY_PATTERN(AtenFloorOp, tosa::FloorOp)
+    INSERT_UNARY_PATTERN(AtenRsqrtOp, tosa::RsqrtOp)
     INSERT_UNARY_PATTERN(AtenBitwiseNotOp, tosa::BitwiseNotOp)
 #undef INSERT_UNARY_PATTERN
 
diff --git a/test/Conversion/TorchToTosa/basic.mlir b/test/Conversion/TorchToTosa/basic.mlir
index 0a5ab6ca7ff3..893c6c98db73 100644
--- a/test/Conversion/TorchToTosa/basic.mlir
+++ b/test/Conversion/TorchToTosa/basic.mlir
@@ -285,3 +285,16 @@ func @test_reduce_any$basic(%arg0: !torch.vtensor<[?,?,?,?],i1>) -> !torch.vtens
   return %0 : !torch.vtensor<[1],i1>
 }
 
+// -----
+
+// CHECK-LABEL:   func @torch.aten.rsqrt$basic(
+// CHECK-SAME:                                 %[[VAL_0:.*]]: !torch.vtensor<[?,?],f32>) -> !torch.vtensor<[?,?],f32> {
+// CHECK:           %[[VAL_1:.*]] = torch_c.to_builtin_tensor %[[VAL_0]] : !torch.vtensor<[?,?],f32> -> tensor<?x?xf32>
+// CHECK:           %[[VAL_2:.*]] = "tosa.rsqrt"(%[[VAL_1]]) : (tensor<?x?xf32>) -> tensor<?x?xf32>
+// CHECK:           %[[VAL_3:.*]] = torch_c.from_builtin_tensor %[[VAL_2]] : tensor<?x?xf32> -> !torch.vtensor<[?,?],f32>
+// CHECK:           return %[[VAL_3]] : !torch.vtensor<[?,?],f32>
+// CHECK:         }
+func @torch.aten.rsqrt$basic(%arg0: !torch.vtensor<[?,?],f32>) -> !torch.vtensor<[?,?],f32> {
+  %0 = torch.aten.rsqrt %arg0 : !torch.vtensor<[?,?],f32> -> !torch.vtensor<[?,?],f32>
+  return %0 : !torch.vtensor<[?,?],f32>
+}