 The club was relegated in the 2005–05 season, Duffy stayed with the team as they won the 2005–06 National Division One, England's second tier league.Duffy remained with Harlequins until 2006.During his time there, he earned 110 caps, making 92 starts and 18 replacement appearances, as well as scoring 21 tries.