The fire broke out at one house in Patarkuchi locality of Bashistha area early this morning and spread to other 11 houses killing three girls on the spot.
The two injured children have been admitted to a local hospital, police said.
The cause of the fire and the extent of damage were yet to be ascertained.
Local people alleged foul play behind the fire incident and investigation has started, the police said.