Pitt was born in Shawnee, Oklahoma to Jane Etta, a high school counselor, and William Alvin Pitt, a truck company owner. Along with his brother Doug and sister Julie Neal, he grew up in Springfield, Missouri, where the family moved soon after his birth. He was raised a Baptist