The incident took place at the institute called A.N.D. Convent School.
Cause of the fire is yet to be ascertained.
"Fire tenders are present here. The situation is now under control. We will ascertain the cause of the fire," a police official present at the spot said.
This comes weeks after a blaze ripped through a coaching centre located in Gujarat's Surat and killed 20 people, mostly students, and injuring many others.
(This story has not been edited by Business Standard staff and is auto-generated from a syndicated feed.)