Two dormitories have been burned down at Kamagut High School in Uasin-Gishu County.
Eldoret West police boss Samuel Mutunga said investigations into the incidents are ongoing.
The dormitories housed more than 100 students.
The incidents occurred on Sunday and Monday, but the cause has not yet been established.
On Monday morning the school board held a crisis meeting and will give the way forward.