The "Harlem Shake" is an Internet dance craze.
The Union High School students were suspended for two days. They filmed themselves dancing on Thursday and posted it online.
A substitute teacher was with the class at the time of the incident. The teacher was sent home on Thursday.
More than two-dozen students were also recently suspended from Milford High School in Oakland County for recording a version of the "Harlem Shake."