 Burke was born with a cleft lip and had reconstructive surgery.Burke always wanted to become an actor and attended the National Youth Theatre and the Young Arden Theatre in Faversham as well as Box Clever Theatre Company performing at the Marlowe Theatre in Canterbury, besides participating in the plays his parents staged in their hometown.As a child, Burke was diagnosed with dyslexia and struggled academically.