How do I prevent music from stopping when Mac mini display is put to sleep?

When I put the display to sleep (via Finder menu or assigned hot-corner), the music being played stops. I’ve already checked “Prevent computer from sleeping when display is off” in Energy settings (the default?)…. How can I play music but have the screen dark?

[Re-Titled by Moderator]