Don't! Screw them off, remove them and put the screws back in. I did it with my Stage to mount it on a Temple Audio board
The feet on the Player don't screw on. They are only adhesive. I think removing them to apply Velcro should work. I think my Player came with an extra set of adhesive feet, if I recall correctly.