Born in Marrickville in inner-city Sydney, Aarons moved with his parents and older brother, Laurie, to Melbourne as a young boy.
When the CPA was formed in 1920 - inspired by the Russian Revolution of 1917 - Jane and Louis became foundation members in Melbourne and were among the early Australian communists to visit the Soviet Union.