diff --git a/lib/ansible/plugins/action/__init__.py b/lib/ansible/plugins/action/__init__.py
index e88a55a15cc..765ba663164 100644
--- a/lib/ansible/plugins/action/__init__.py
+++ b/lib/ansible/plugins/action/__init__.py
@@ -487,8 +487,6 @@ class ActionBase(with_metaclass(ABCMeta, object)):
             verbatim, then this won't work.  May have to use some sort of
             replacement strategy (python3 could use surrogateescape)
         '''
-        # We may need to revisit this later.
-        cmd = to_bytes(cmd, errors='strict')
         if executable is not None:
             cmd = executable + ' -c ' + cmd
 
@@ -505,7 +503,7 @@ class ActionBase(with_metaclass(ABCMeta, object)):
             cmd = self._play_context.make_become_cmd(cmd, executable=executable)
 
         display.debug("_low_level_execute_command(): executing: %s" % (cmd,))
-        rc, stdout, stderr = self._connection.exec_command(cmd, in_data=in_data, sudoable=sudoable)
+        rc, stdout, stderr = self._connection.exec_command(to_bytes(cmd, errors='strict'), in_data=in_data, sudoable=sudoable)
 
         # stdout and stderr may be either a file-like or a bytes object.
         # Convert either one to a text type