The pilgrims from neighbouring Sant Kabirnagar district were on their way to Ayodhya for a holy dip when they met with the accident, police said.
While two persons were kiled on the spot, another pilgrim succumbed to injuries on way to hospital.
The injured have been admitted to a district hospital, police said.