He was released from jail after posting a $5,000 bond.
Louisburg Police Chief Rick Lassiter would not comment on reports the student is pregnant. Collier is due in court for his next hearing on January 27.
Collier recently resigned from his positions as athletic director and head football coach at Louisburg High.
