You might want to try some "servo tape" , a thin rubbery double sided tape that holds well and is easily removed if needed. It can be found at any hobby shop that sells radio controlled planes or cars. I use it to keep my center channel from moving around on top of my TV and to keep my rear speakers on their stands.
