I don't know if you sealed them with anything or not, but wetting a rag in paint thinner and wiping thoroughly may do the trick. It did on my first several attempts to crest my own until I got it right... but, I haven't tried removing the paint since I sealed the caps.

Discipline -- not desire -- determines destiny.