I think thats normal behavior for WMP...but there is an option to toggle the screen off and it wont shut off the music.
Open up WMP play a song then go to Menu/Options/buttons (all the way to the right) scroll down and select a button to toggle the screen on and off.
Or get Nitrogen player.
