England question: Can there be a king and queen at the same time?

It seems like there never is. If there can be, why isn't Prince Philip the king? I'm American, so I know very little about the rules of the British monarchy, but I'm making the umption that a person who marries into the royal family can't be King or Queen. Is this right?