 As a child, Muto joined FC Tokyo's youth system, where he kept developing until 2010.He then enrolled in the Faculty of Economics of Keio University but kept playing football, for Keio's team.Despite an injury which sidelined him, in his first season with Keio he won the "Rookie of the Year" title.