In a setback to Biju Janata Dal (BJD) and Chief Minister Naveen Patnaik before the elections, former minister and a close associate of CM and one of the founder members of the party, Debasis Nayak and Congress legislator Nihar Mahananda joined the Bharatiya Janata Party on Sunday.