Police said the clash took place between members of two families at Bajesukdevpur near Kulpi in which sharp weapons were used.
The police denied the claim of a local CPI (M) leader that the ruling TMC members were involved in the incident.
The injured have been admitted to the Diamond Harbour district hospital.