After high school, Leary went on to play college football at North Carolina State University. He made a name for himself as a standout quarterback, showcasing his accuracy, arm strength, and decision-making skills. In his time at NC State, Leary demonstrated his potential as a top NFL prospect, ultimately leading to his selection by the Baltimore Ravens in the 2022 NFL Draft.