Kotaro Suzuki
On January 26, 2013, Kanemaru, Atsushi Aoki, Go Shiozaki, Jun Akiyama and Kotaro Suzuki, all of whom had quit Noah at the same time, announced that they had joined All Japan Pro Wrestling, forming the "Burning" stable. On February 23, Kanemaru brought Burning its first title, when he defeated Shuji Kondo for the World Junior Heavyweight Championship which he was denied in his first AJPW stint. On May 11, Kanemaru made a one-night return to Noah to take part in Kenta Kobashi's retirement match at Final Burning in Budokan, where he, Go Shiozaki, Kenta and Maybach Taniguchi were defeated by Kobashi, Jun Akiyama, Keiji Mutoh and Kensuke Sasaki, with Kobashi pinning Kanemaru for the win. On July 5, following a mass exodus led by Keiji Mutoh, it was announced that Kanemaru, along with the rest of Burning, had signed an exclusive contract with All Japan. On December 15, Kanemaru lost the World Junior Heavyweight Championship to Último Dragón. On January 26, 2014, Kanemaru and Akiyama defeated former Burning stablemates Atsushi Aoki and Kotaro Suzuki to win the All Asia Tag Team Championship. They lost the title to Keisuke Ishii and Shigehiro Irie at a Dramatic Dream Team (DDT) event on April 29. Kanemaru regained the title from Mitsuya Nagai and Takeshi Minamino on March 22, 2015, now teaming with Último Dragón. They vacated the title on October 14. On November 20, Kanemaru announced he would be leaving All Japan and becoming a freelancer following December 15.