Three students were slightly injured, French officials told ABC News.
The incident is not being treated as terrorism, French officials have confirmed. The school facilities have been evacuated and firefighters are at the scene.
Authorities believe an accident set off the explosion as the building was undergoing construction work. Video of the incident shows the building engulfed in flames before the explosion is heard.
ABC News' Rym Momtaz contributed reporting for this article.