Ask HN: Declining the job offer after accepting

I recently interviewed with major tech company and accepted their offer. Company has already started visa transfer. I like the company, compensation and perks. However just few days back a friend of mine pitched an startup idea to me and I feel strong inclination to join his startup. Now I have to decline offer which I already accepted. I know it is unprofessional but is there a right way to do it ?