The mishap took place when the youths were returning after paying obeisance at a 'dera'.
The deceased hailed from Matwani village in the district, police said.
They have been identified as Gurvinder Singh (12), Rajdeep Singh (17) and Veer Singh (17).
The truck driver fled the spot, police said.