2003 Cleveland Browns season
The 2003 Cleveland Browns season was the franchise's 55th season as a professional sports franchise and its 51st season as a member of the National Football League. The Browns were unable to replicate the success from the previous season, and they ended up winning only five games. They failed to return to the playoffs. This season would begin a stretch, which was unbroken until the 2020 season, in which the Browns would not make it to the playoffs in any capacity.
Offseason
Undrafted free agents
| Player | Position | College |
| Leigh Bodden | Cornerback | Duquesne |
| Enoch DeMar | Guard | Indiana |
| Nate Hybl | Quarterback | Oklahoma |
| Israel Idonije | Defensive end | Manitoba |