azure-cli: Fail to unpickle `msal_http_cache.bin`: EOFError: Ran out of input

Removed ~/.azure and tried again. Same issue happens:

Error: unable to get authorization token for resource manager: Error obtaining Authorization Token from the Azure CLI: Error parsing json result from the Azure CLI: Error waiting for the Azure CLI: exit status 1: ERROR: The command failed with an unexpected error. Here is the traceback:
ERROR: Ran out of input
Traceback (most recent call last):
  File "/opt/az/lib/python3.6/site-packages/knack/cli.py", line 231, in invoke
    cmd_result = self.invocation.execute(args)
  File "/opt/az/lib/python3.6/site-packages/azure/cli/core/commands/__init__.py", line 658, in execute
    raise ex
  File "/opt/az/lib/python3.6/site-packages/azure/cli/core/commands/__init__.py", line 721, in _run_jobs_serially
    results.append(self._run_job(expanded_arg, cmd_copy))
  File "/opt/az/lib/python3.6/site-packages/azure/cli/core/commands/__init__.py", line 692, in _run_job
    result = cmd_copy(params)
  File "/opt/az/lib/python3.6/site-packages/azure/cli/core/commands/__init__.py", line 328, in __call__
    return self.handler(*args, **kwargs)
  File "/opt/az/lib/python3.6/site-packages/azure/cli/core/commands/command_operation.py", line 121, in handler
    return op(**command_args)
  File "/opt/az/lib/python3.6/site-packages/azure/cli/command_modules/profile/custom.py", line 77, in get_access_token
    tenant=tenant)
  File "/opt/az/lib/python3.6/site-packages/azure/cli/core/_profile.py", line 383, in get_raw_token
    credential = self._create_credential(account, tenant)
  File "/opt/az/lib/python3.6/site-packages/azure/cli/core/_profile.py", line 593, in _create_credential
    return identity.get_user_credential(username_or_sp_id)
  File "/opt/az/lib/python3.6/site-packages/azure/cli/core/auth/identity.py", line 209, in get_user_credential
    return UserCredential(self.client_id, username, **self._msal_app_kwargs)
  File "/opt/az/lib/python3.6/site-packages/azure/cli/core/auth/identity.py", line 84, in _msal_app_kwargs
    Identity._msal_http_cache = self._load_msal_http_cache()
  File "/opt/az/lib/python3.6/site-packages/azure/cli/core/auth/identity.py", line 113, in _load_msal_http_cache
    persisted_http_cache = pickle.load(f)
EOFError: Ran out of input

_Originally posted by @edvinas31 in https://github.com/Azure/azure-cli/issues/20252#issuecomment-992255336_