 The Blonde Outlaws’ only highlight was winning the 2003 Teisen Hall Six Man Tag Team Tournament with Shinsuke Nakamura.In 2003, Goto reunited with Michiyoshi Ohara in a new stable known as "The Crazy Dogs" with Hiro Saito and Enson Inoue.From 2003 to 2004, The Crazy Dogs were in a feud with the Makai Club, which ended after Ohara and Inoue left New Japan.