Two of the dead, Sachin and Mukesh, were employees of a toll booth, police said.
One of the three men, who were riding the motorcycle, had missed a passenger bus when it halted at the toll booth.
The three then chased the bus on their motorcycle at a high speed when the accident happened, police said adding all of them died instantly.