Atkinson began his football career at a young age, joining the youth academy of his hometown club, Barnsley FC. He quickly made a name for himself as a talented and promising player, catching the attention of scouts from other clubs. At the age of 16, Atkinson signed his first professional contract with Barnsley FC and made his senior debut for the club shortly after.