Walker signed with the Browns' practice squad Monday, Brad Stainbrook of 247Sports.com reports.
Walker was the odd man out in Cleveland's quarterback room when Joe Flacco was brought aboard and ended up being waived Saturday. He'll now return to the organization and help the team's organizational depth at the position.