Mustipher was born on July 16, 1996, in Olney, Maryland, United States. He began his football career at Good Counsel High School in Olney, where he quickly gained recognition for his exceptional skills on the field. His impressive performance at the high school level earned him a scholarship to play college football at the University of Notre Dame.