Arusha Region Police Commander Charles Mkumbo said the bus was carrying the students from a primary school in Arusha for an examination today.
He says four other people were injured in the crash that occurred in Karatu.
Police say authorities are trying to recover the bodies trapped in the bus after it struck some trees.