Riesen was born in Breslau, German Empire (now Wroclaw, Poland). His father was the vice president of the Deutsche Reichsbahn (German Imperial Railways) and was entitled Geheimrat. Günter Riesen served in the First World War and studied from 1919 to 1924 political economy and economics in Cologne.