Blackburn met Tom Boto, her future husband, in London. Boto had fled Uganda to escape the regime of Idi Amin, who came to power through a coup d'état in 1971. Blackburn and Boto were married in 1981, and had two children: a daughter and a son. They also adopted a nephew of Boto's as their third child.