The attack took place yesterday when some persons entered former BJP leader Mahadeepak Singh's house yesterday and assaulted some of his family members.
Singh has alleged that it was a well-planned attack on his family.
The injured were admitted to a hospital, police said.
Both sides have lodged an FIR, police said adding the reason for dispute seems to be water supply.