In 2019, Olszewski signed with the New England Patriots as an undrafted free agent. He made the team as a wide receiver and return specialist, making an impact on special teams with his dynamic playmaking abilities. Olszewski quickly established himself as a reliable option for the Patriots and became a fan favorite for his hustle and determination on the field.