Both WMP and TCPMP have button options that allow you to turn off the screen and still play music. Don't expect super power savings though. The processor will still need to eat battery to run the program.
In TCPMP use Options -> Settings... -> Select Page -> Hot Keys -> Screen on/off (I didn't say it was easy, did I?)
In WMP go to Menu -> Options -> Buttons -> Toggle Screen
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