Davidson attended Auburn University, where he played college football for the Auburn Tigers. During his time at Auburn, he established himself as a dominant force on the defensive line, showcasing his exceptional skills and football intelligence. In his senior year, he recorded 48 tackles, 7.5 sacks, and 12.5 tackles for loss, earning himself a place in the All-SEC first team.