Harris was born in Evanston, Illinois, the daughter of Natalie (née Densmoor), an accomplished pianist, and Oscar Harris, an arborist who later became a businessman. She began her stage career as a teenager at the Playwrights Theatre in Chicago. Her fellow players included Edward Asner, Elaine May and Mike Nichols.