In the 2021 NFL Draft, Stevenson was selected by the New England Patriots in the fourth round with the 120th overall pick. He signed a four-year rookie contract with the Patriots and made his NFL debut in the same year. Stevenson quickly became a key player for the Patriots, showcasing his explosive running ability and versatility on the field.