Dalchev was born in Thessaloniki. His father Hristo Dalchev was a lawyer, who as an MP from the People's Federative Party (Bulgarian Section) represеnted Macedonian Bulgarians in the Ottoman parliament. The family relocated to Sofia in 1913 after the Balkan wars. In 1922 Atanas graduated from Sofia's First Men's High School.