Can I go back to the job I quit if my new offer falls through?

Dear Greg, I was offered a new job, so I resigned from my current position. Then my new employer rescinded the offer. Can I now take back my resignation? This is one of those trick questions, right? When in life exactly does that work? I mean, if you break up with someone so you can...