After the Population exchange between Greece and Turkey of 1923, Vafeiadis went to Thessaloniki and Kavala as a refugee. From 1928, he worked in Thessaloniki as a member of the Young Communist League of Greece (OKNE). In 1932, he was imprisoned and sent to internal exile for his political action.