BJP leaders Tarun Chugh and Rajneesh Agrawal filed their Rajya Sabha nomination papers in Bhopal on Saturday.
Voting for three Rajya Sabha seats from Madhya Pradesh is scheduled for June 18, with nominations closing on June 9.
Congress has nominated Meenakshi Natarajan, while speculation continues over a possible third BJP candidate.