Eyewitnesses claimed the mishap occurred near Sainiwas village as the barrier on the crossing was kept open even as the train approaching.
While the driver Pawan Kumar was killed in the accident, a co-passenger Rohtas has been admitted to hospital with serious injuries, police said.
Senior railway and police officials, including ADRM of Bikaner division Jeet Singh have reached the spot.