The Democrats were cast as underdogs in this election. So why should it be surprising that the underdog party would spend more money?

When someone's ahead by a mile he doesn't need to spend money like crazy. He just needs to spend enough to preserve his winning margin. It's the guy who's trying to catch up that needs to spend every dollar he can get his hands on.