Read your offer letter

if it is at will employment and no specific term on termination, you can quit at any time for any reason. you can just walk in the company in the morning and quit by lunch time.

of course you will burn bridge by doing this but legally there is nothing they can do, read your offer letter and contracts you signed to make sure.