Fukuoka University
Born in Fukuoka, Muta signed with Nagoya Grampus of the J. League Division 1 from Fukuoka University in January 2013. He made his debut for the club on 2 March 2013 against Júbilo Iwata; he started the game, playing 66 minutes before being substituted for Shohei Abe as Nagoya went on to draw the match 1–1.