Those injured were immediately rushed to the nearby hospital where two are said to be under critical condition, said police.
The police added that the accident took place in the Railway Ganj locality after the bus driver lost control of the vehicle.
Thirty-five passengers were travelling in the bus coming from Gopamau.
An investigation is underway.
Further details are awaited. (ANI)