On 20 July 2012, Cleverley played in a warm up match for the Olympics at the Riverside Stadium in Middlesbrough against Brazil national under-23 football team.
Pada tanggal 20 Juli 2012, Cleverley bermain dalam pertandingan pemanasan untuk Olimpiade di Stadion Riverside Middlesbrough melawan timnas Brasil Under-23.