If it's your first job, then sure maybe.
I've done something similar, walking off a bad job at the most critical time they needed me. Would you like to know what happened? I used one of my many other references, and within two weeks I had a job for 20% more money making six figures. Your value isn't attached to what some idiot CEO thinks of you.