Try hot melt glue. You can probably find a cheap hot glue gun for a few bucks along with some hot glue sticks.

When you want to take them down just brush some rubbing alcohol on the glue and it will loosen its grip on the wall. Make sure the alcohol is applied around the edges of the blob of glue so it can work it’s way underneath.