He made this announcement at a press conference here.
He said he took the decision as he was feeling suffocated in the party for lack of inner party democracy.
Former RJD minister Inderado Prasad and Ejajul Haque were also present in the conference.
Chadhury said he was likely to switch over to ruling JD-U on July 29.