The gang stopped the vehicle moving towards Ludhiana late last night and allegedly beat up the driver, Tirath Singh, before leaving him at a grain market near Khosa Randhir village of the district, they said.
Singh, who was carrying five buffaloes to a fair in Ludhiana, told police that the gang members came in a jeep.
A case has been registered and an investigation is on, a police officer said.