If you can find exterior mounting tape it comes off a lot easier than foam servo tape. It won't tear when you remove it, but it holds just as well if not better than the foam servo tape.
I usually make my wife get it, because I hate Walmart and that's the cheapest place I've found it.

Make sure you clean the chassis and ESC with some alcohol before you stick everything down. (like he^ said)