'Android music player' is somewhat vague and generic as there are dozens of media players available. Please specify just which one you're referring to.
Also, a lot of people, myself included, prefer to actually have something playing in the background. We all have our own preferences, in your case you prefer the opposite. Have you tried any other media player? A lot of them have extensive options that you can adjust to suit your own needs.