Born in the Republic of Ireland, Kelly was raised in Manchester.[3][4] He started his career with Manchester City, spending ten years before a stint in the academy of Salford City.[5][6] After a brief period with the Football Flick Academy, he signed for Sunderland.[6] He signed his first professional contract with Sunderland in July 2022.[3]