Ghostley was born in Eve, Vernon County, Missouri, in 1923, to Edna Muriel (née Rooney) and Harry Francis Ghostley,[4] who worked as a telegraph operator. She grew up in Henryetta, Oklahoma. After graduating from high school, she attended the University of Oklahoma, but dropped out to pursue a career in theatre.[5]