The striker, who played for City Reserves in 2005, had spells at Bristol City, Gillingham, Brighton, Millwall, Tranmere, Wycombe and Bury, after he was told by Micky Adams that he did not meet their requirements.
Savage has been given the number 16 shirt by the League One club and has gone into their squad to face Bristol Rovers.