Chapman was born on October 3, 1997, in Harrogate, England. The 24-year-old winger began his football career at the academy of Middlesbrough, where he rose through the ranks and made his professional debut for the club in 2015. Chapman went on to make a total of 9 appearances for Middlesbrough before being loaned out to various clubs to gain experience and playing time.