Fitzpatrick attended the University of Louisville, where he played college football for the Louisville Cardinals. He was a standout player for the Cardinals, showcasing his exceptional skills as a wide receiver. During his time at Louisville, Fitzpatrick recorded 154 receptions for 2,589 yards and 21 touchdowns.