Firefighters tackled a "well developed" fire that broke out at Swindon College.
Four crews from Wiltshire Fire and Rescue Service were called to the North Star building soon after 2310 BST on Tuesday.
They found the fire in a fifth-floor classroom, which is used as a beauty therapy training area.
The firefighters extinguished the blaze. A fire service spokesman said it was believed to have started accidentally.