Sinha was absent from Congress events after his removal as state party chief last year. He had said several times that he had been unhappy with the way the party was being run in the state.
Surajit Dutta was a seven-time MLA from Ramnagar constituency in Agartala. He had joined the BJP before the 2018 Assembly polls and won the seat twice on a BJP ticket.