Don't forget to drill the hole slightly smaller than the plug, you should be having to hammer the plug gently to get it in the last half inch. Avoid, if you can, using the drill on hammer setting or your hole might end up bigger than expected; hammer setting is for concrete and brick.
I keep my minerals on an Ikea Laxvik glass shelf, dust is such a pain in the ar$e though!