diff --git a/docs/source/functional.rst b/docs/source/functional.rst
index 5ff8ec695e..284153c7fd 100644
--- a/docs/source/functional.rst
+++ b/docs/source/functional.rst
@@ -86,10 +86,6 @@ complex_norm
 
 .. autofunction:: complex_norm
 
-magphase
---------
-
-.. autofunction:: magphase
 
 :hidden:`Filtering`
 ~~~~~~~~~~~~~~~~~~~
diff --git a/torchaudio/functional/__init__.py b/torchaudio/functional/__init__.py
index fc3173cd21..494f1bdc23 100644
--- a/torchaudio/functional/__init__.py
+++ b/torchaudio/functional/__init__.py
@@ -12,7 +12,6 @@
     detect_pitch_frequency,
     inverse_spectrogram,
     griffinlim,
-    magphase,
     mask_along_axis,
     mask_along_axis_iid,
     mu_law_encoding,
@@ -65,7 +64,6 @@
     'DB_to_amplitude',
     'detect_pitch_frequency',
     'griffinlim',
-    'magphase',
     'mask_along_axis',
     'mask_along_axis_iid',
     'mu_law_encoding',
diff --git a/torchaudio/functional/functional.py b/torchaudio/functional/functional.py
index 1444ecef07..1340216f40 100644
--- a/torchaudio/functional/functional.py
+++ b/torchaudio/functional/functional.py
@@ -30,7 +30,6 @@
     "mu_law_decoding",
     "complex_norm",
     "angle",
-    "magphase",
     "phase_vocoder",
     'mask_along_axis',
     'mask_along_axis_iid',
@@ -771,31 +770,6 @@ def angle(
     return torch.atan2(complex_tensor[..., 1], complex_tensor[..., 0])
 
 
-@_mod_utils.deprecated(
-    "Please convert the input Tensor to complex type with `torch.view_as_complex` then "
-    "use `torch.abs` and `torch.angle`. "
-    "Please refer to https://github.com/pytorch/audio/issues/1337 "
-    "for more details about torchaudio's plan to migrate to native complex type.",
-    version="0.11",
-)
-def magphase(
-        complex_tensor: Tensor,
-        power: float = 1.0
-) -> Tuple[Tensor, Tensor]:
-    r"""Separate a complex-valued spectrogram with shape `(..., 2)` into its magnitude and phase.
-
-    Args:
-        complex_tensor (Tensor): Tensor shape of `(..., complex=2)`
-        power (float, optional): Power of the norm. (Default: `1.0`)
-
-    Returns:
-        (Tensor, Tensor): The magnitude and phase of the complex tensor
-    """
-    mag = complex_norm(complex_tensor, power)
-    phase = angle(complex_tensor)
-    return mag, phase
-
-
 def phase_vocoder(
         complex_specgrams: Tensor,
         rate: float,