Harold Sanderson was born in Middlesbrough, North Yorkshire in Q1 of 1917. His father was a steel smelter, John Thomas Sanderson, b 1871 in Hinderwell, N Yorkshire, and his mother Mary Ann née Lawrence b 1893 in Motherwell, Lanarkshire. He had a half-brother, Percy, b 1891, from John Thomas's previous marriage.