Start ups are a dime a dozen and the probability is it won't go anywhere. I'd finish school. It's easier to finish while you've got the momentum. It's harder to go back when you have a job, a family, a house, responsibilities, etc.
Of course if it takes off you'll be kicking yourself, but I never look back.