The fire destroyed a part of the forest situated in Puma village of Humla district yesterday, they said, adding injured have been admitted to the Nepalgunj Hospital.
The fire prompted the army to launch a rescue operation.
Eleven people were rescued so far, Nepal Army said in a statement. The army has deployed two helicopters to carry out the rescue operation, it said.