The 1954 Cleveland Browns season was the team's fifth season with the National Football League. The Browns' defense became the first defense in the history of the NFL to lead the league in fewest rushing yards allowed, fewest passing yards allowed and fewest total yards allowed. Assistant coach Weeb Ewbank left the club to coach the Baltimore Colts.