In 2020, Justice spoke about his queer identity for the first time on social media as well as his relationship with Nicholas L. Ashe, an actor who worked alongside him in the film Queen Sugar. They've since parted ways but have nothing but love for each other, with Justice saying in a 2021 interview that the relationship "really opened [him] up as a person."