The dead have been identified as Gaurav (24), Bhushan (28) and Krishan (24), they said, adding the injured have been hospitalised.
All of them were resident of Muktsar and going to Hanumangarh in Rajasthan when the accident happed, police said.
The bodies were handed over to the families after the post-mortem.