The passenger vehicle was hit by the bus in district's trans-Ganga region, about 40 kms from the city, police said.
Two youth were killed on the spot while the six injured were rushed to a hospital.
Driver of the vehicle fled from the spot, police said, adding that angry locals set the bus on fire.
Condition of the injured is stated to be critical.