The incident occurred when four persons -- Parmewari Dayal (45), Bhagwan Singh (40), Jogendra (35) and Surajpal were going somewhere on the bike, they said.
While Dayal, Bhagwan and Jogendra died on the spot, Surajpal was rushed to the hospital where his condition was stated to be critical.
Police is probing the matter.