In early 2003, The Mad Dogs reunited when Ohara returned to New Japan, the two formed a new stable: The Crazy Dogs with Hiro Saito and MMA legend: Enson Inoue. The group spent all of 2003 feuding with the Makai Club and Kantaro Hoshino where the two sides exchanged victories until the feud ended at Wrestling World 2004 when the Crazy Dogs lost to the Makai Club in an eight-man tag team match. Following the loss, Ohara and Inoue left New Japan. Goto would eventually leave in 2006.
