How to stop muscle cramps in thighs?

What is the best thing to do about muscle cramps in your thighs? I have been doing more exercise than I did all winter, bike riding, etc., which I assume is the reason for this. But MAN! they hurt. Is there any way to make a muscle stop cramping up once it starts, other than just waiting for it to go away?