Starr was born in Prestbury House, Hampton, at Richmond in the County of Middlesex, England to well-to-do land owning parents ("landed proprietors") William Brooks Close and Mary Baker Brooks Close. When Starr was one year old his parents separated and he was raised by his mother. He received his education at Winchester College in Hampshire.