I've long recommended 3M #8402 polyester tape for this application...or, for that matter, any application where you need something to stick without leaving residue.

It's fabulous stuff. Not cheap, but it lasts forever (until you need to remove it, and then it comes right off with no sticky mess, no indication that there had ever been tape there).