They just push in, so you have to find something small to get behind them, and then pull them out gently. I have a pick/hook set from Snap On that works pretty well. I have seen these pick sets many places for just a few dollars. If you don't have a set, go buy one, as they are extremely handy. These picks are round, so you can get them under the caps without denting or scratching them.
TJ