I was having this exact same problem. Running the kill command would kill the process, but in my case it would keep popping up again under a different process ID.
The only way I could figure out how to stop it for good was this:
sudo stop mysql
Source: http://www.itfromscratch.com/how-to-stop-the-percona-mysql-server/