The deceased have been identified as Nasruddin (65) and Fazul (13), they said.
The injured have been rushed to a hospital, where their condition was stated to be stable, police said.
A manhunt has been launched to nab the driver, who managed to flee from the spot, they said.
The matter is being investigated, they added.