In the 2017 NFL Draft, Ogunjobi was selected by the Cleveland Browns in the third round with the 65th overall pick. He quickly became a key player for the Browns, starting 15 games in his rookie season and recording 32 tackles and one sack. Ogunjobi continued to excel in Cleveland, becoming a reliable force on the defensive line and elevating his game each season.