diff --git a/python/tvm/relay/frontend/pytorch.py b/python/tvm/relay/frontend/pytorch.py
index ca05954227f88..991e3a8a00320 100644
--- a/python/tvm/relay/frontend/pytorch.py
+++ b/python/tvm/relay/frontend/pytorch.py
@@ -2117,6 +2117,7 @@ def create_convert_map(self):
             "aten::to": self.to,
             "aten::squeeze": self.squeeze,
             "aten::unsqueeze": self.unsqueeze,
+            "aten::unsqueeze_": self.unsqueeze,
             "aten::cat": self.concatenate,
             "aten::slice": self.slice,
             "aten::split": self.split,
diff --git a/tests/python/frontend/pytorch/test_forward.py b/tests/python/frontend/pytorch/test_forward.py
index f76c697a2c810..7cdd450448cac 100644
--- a/tests/python/frontend/pytorch/test_forward.py
+++ b/tests/python/frontend/pytorch/test_forward.py
@@ -447,8 +447,16 @@ class Unsqueeze1(Module):
         def forward(self, *args):
             return args[0].unsqueeze(2)
 
+    class Unsqueeze2(Module):
+        def forward(self, *args):
+            _ = args[0].unsqueeze_(2)
+            # Check whether operations after inplace unsqueeze works as expected
+            y = args[0].squeeze(2)
+            return torch.add(y, y)
+
     input_data = torch.rand(input_shape).float()
     verify_model(Unsqueeze1().float().eval(), input_data=input_data)
+    verify_model(Unsqueeze2().float().eval(), input_data=input_data)
 
 
 @tvm.testing.uses_gpu