The three were hit from behind by the truck and died on the spot under Dagarua police station, Deputy Superintendent of Police R K Shah said.
The driver of the truck sped away after crushing the trio from behind.
The truck was going to West Bengal from Purnea.
The deceased included - Mohammad Ashfaq (30), Mohammad Rubaid Alam (25) and Bishundeo Rishi.