The accident took place around noon at Hakama on National Highway 31.
The driver lost control of the Goalpara-bound bus it was travelling at a high speed as a result of which it fell into a ditch, the police said.
The bus was coming from Dhubri.
The injured were shifted to nearby hospitals.