Officially, it was the Army Air Corp before 1947.
The U.S. Army Air Corps was re-designated as the U.S. Army Air Forces in 1941.
Ya, so why didn’t we do this in Iraq?
I believe you're right. Immortalized in song:
' . . . we live in fame or go down in flame,
Nothing can stop the Army Air Corp.'