Anthony and Autumn Nelson say the teacher, identified as Barb Williams, only received a 10-day suspension.
The Nelsons are outraged over video which shows their son walking out of a bathroom. Williams confronts the boy and then pins him against a wall and grabs his shirt and face.
The Nelsons say they want Williams fired. The school district has not responded to media requests for comment.