Sutton started his football career at the University of Tennessee, where he played college football for the Volunteers. He was known for his exceptional skills as a cornerback, recording 7 interceptions, 105 tackles, and 2 sacks during his college career. His strong performances on the field caught the attention of NFL scouts, leading to his selection by the Pittsburgh Steelers in the third round of the 2017 NFL Draft.