Rangasamy handed over his resignation letter to Lt Governor A K Singh at the Raj Nivas here.
He told waiting reporters that he had submitted the resignation of his cabinet.
Congress-DMK combine emerged as the winners in the elections, bagging 17 seats in the 30-member Assembly.
AINRC won only eight seats.