The fire razed several houses to the ground and destroyed standing crops.
The injured have been rushed to Assam Medical College Hospital in Dibrugarh.
The condition of the injured is stated to be serious as there was delay in transporting the injured to the hospital.
The two deceased have been identified as Jypti Sobor and Bhasan Sharma.