diff --git a/torchaudio/functional.py b/torchaudio/functional.py
index 28cb6a3fa2..78c8c594c9 100644
--- a/torchaudio/functional.py
+++ b/torchaudio/functional.py
@@ -485,9 +485,10 @@ def complex_norm(
     Returns:
         Tensor: Power of the normed input tensor. Shape of `(..., )`
     """
-    if power == 1.0:
-        return torch.norm(complex_tensor, 2, -1)
-    return torch.norm(complex_tensor, 2, -1).pow(power)
+
+    # Replace by torch.norm once issue is fixed
+    # https://github.com/pytorch/pytorch/issues/34279
+    return complex_tensor.pow(2.).sum(-1).pow(0.5 * power)
 
 
 def angle(