The 19-year-old from Newton Abbot has been released under investigation.
Emergency crews were called at around 11.50pm on Saturday, with police believing that the fire was started deliberately.
Surrey Fire and Rescue says it was a smaller outbuilding that was affected, not a classroom.
There are no reports of any injuries.