The incident took place yesterday when an argument between two individuals - Amar Singh and Hemant - escalated and their supporters opened fire at each other, they said.
Police said the injured, Amar Singh, Sanjeev and Hemant were admitted to a hospital.
Both the groups lodged an FIR against each other, they said.
Police said they are investigating the matter. However, no arrests have been made so far.