The footage shows the teacher, Donald Woods throwing furniture and yelling at the students. Several of them ran out of the classroom.
Woods was eventually handcuffed and taken away on a stretcher. Officials said he suffered from an apparent nervous breakdown.
Woods has been a teacher in Nashville for 17 years.
He has been placed on administrative leave.