 Leeper began his government career at the Intelligence Bureau of the Department of Information in the First World War and served briefly at the Political Intelligence Department.He became head of Britain's Political Intelligence Department when it reformed in 1939.Leeper was the British ambassador to the Greek government 1943–46 (in exile in Cairo until October 1944).