 Mitchell lost to Benny Leonard on May 29, 1923, in a ten round technical knockout in Chicago.Leonard's win was one of many against world champions, though the fight was not a title fight.As Leonard refused to weigh in, neither his world lightweight or Mitchell's world junior welterweight titles were at stake.