I have music playing in my mind constantly. I find myself saying 'stop' every now and again. I also make myself focus more on the surroundings and my actions to try to make it go away. I try not to listen to music much during the day because that seems to make it worse.
There's actually a type of seizure disorder with the automatic internal music. I forgot the name, but I remember reading about it.
You're not alone.