Place a piece of tape over the label (I tried it with packing tape). Press it down and then peel it off. I was surprised that this worked so easily
OR
Heat the label with a hair dryer. This does not work as easily as the tip above but it does work on things that are not plastic. It will help you get rid of leftover residue because once heated you can wipe it off.