Apparently it depends on what is being used to play it, but if you click on the album art when it is up - it will disappear. Not what you are looking for I know, but it works.
If you google what player you are using it might tell you how to shut it off like this one does for Chrome.
https://winaero.com/how-to-dismiss-w...ontrol-pop-up/