Well it is "at will" employment, so you're more or less quitting the new job immediately. Most people would of course not turn down a job immediately _after_ signing a job offer. They just wouldn't sign the job offer.

What I was getting at, is I had heard somewhere that companies can be liable if they extend a job offer then rescind it causing the employee considerable harm. Sounds like it is a "it depends" type of situation.