Brothers Veerpal (30), Ompal (24) and Udaypal (21) went inside the tank of mentha oil to clean it but did not return for long time following which villagers took them out with the help of a rope.
All of them were found dead, police said, adding that prima facie it appears that they died of asphyxiation.
Bodies of the victims have been sent for postmortem.