The real big deal was not that it happened (although that was bad enough). It was the mountain of lies that followed, by those in positions of real power. We don't expect politicians to be particularly truthful, but we don't expect obvious bare-faced lies.
The sad thing is that Nixon was actually doing a pretty good job as president at the time.