Robb White III was born to Episcopal missionaries in Baguio, Luzon, in the Philippines.
On a 1958 episode of the television show This Is Your Life, White's sister said that "young Bob was the proverbial minister's son, a rebel against all rules and full of deviltry"-as exemplified when the boy rolled eggs off the roof onto a Ladies' Auxiliary meeting on the front lawn.