What shall I do in this serious situation? What shall I do next? Need opinions and advice?

A young person's mistake. You should never burn your bridges when you leave a company...Never! Decline to give a reason or say something innocuous but never, ever slam your supervisor. You cannot win. Sure, it feels nice to tell him why and all that but you then have no way back and a bad reference.