Wheeler is an Arsenal FC fan, which began during his nine-year stint living in Highbury. He has been dating French model and art director Julia Restoin Roitfeld since 2018. On September 9, 2021, they announced via Instagram that they were expecting a baby together. In February 2022, they announced the birth of their son George.
