In 2021, Walthour signed with the Baltimore Ravens as an undrafted free agent. Despite going undrafted, Walthour was determined to prove himself in the NFL and earn a spot on the team’s roster. His hard work and dedication paid off, and he impressed the coaching staff with his performance during training camp and preseason games.