How to terminate a python subprocess launched with shell=True

I'm launching a subprocess with the following command:

p = subprocess.Popen(cmd, stdout=subprocess.PIPE, shell=True)

However, when I try to kill using:

p.terminate()

or

p.kill()

The command keeps running in the background, so I was wondering how can I actually terminate the process.

Note that when I run the command with:

p = subprocess.Popen(cmd.split(), stdout=subprocess.PIPE)

It does terminate successfully when issuing the p.terminate().