Aitken was born in Airdrie, Lanarkshire. His father, George, a Lanarkshire infantryman radicalised by his experiences in the first world war trenches, fought with the Republican side in the Spanish Civil War. George Aitken was also a member of the Communist Party of Great Britain; however, he resigned following the CPGB's support for the Hitler-Stalin Pact.