Found an answer on my own after a few clicks. Yeah! Click on the bottom where it says Publish. A drop down menu appears and pick Draft. Now, save and you are unpublished once again.
I agree this seems like an obvious setting too. I like archiving past events because I may reuse the same format or content. I don't want to delete it. There has to be a way. I'm surprised no one has answered.