You're talking about these right?
If so, there is no trick to getting them off. You just have to go Neanderthal on their asses. I wrap them with a little piece of rag (to protect the finish), grab on with a pair of Channelocks and then pull/wiggle on it. It will eventually pop off. Wiggle it...