The incident took place yesterday during a marriage ceremony when the miscreants tried to harass a woman, following which Atul Kumar and his son Arpit opposed it.
The accused beat up the duo and also damaged their car, they said.
The victims have been admitted to a government hospital.
A case has been registered in this connection, police said adding, efforts are on to nab the absconding accused.