The term was coined by playwright Robert Emmet Sherwood who said "this country is already, in effect, an arsenal for the democratic Allies".
In his fireside chat broadcast December 30th, 1940 Franklin D. Roosevelt called Detroit, Michigan the "great arsenal of democracy". Roosevelt was referring to the speed with which Detroit's automotive manufacturing sector converted to weapons production.
Following the president's speech Detroit adopted the phrase as a nickname.