FDR had polio and was not fit for service in the military. He did serve as Sec. Navy in WWI
Truman served in WWI - National Guard.
Both FDR and Truman served in WW2 — as Commanders in Chief.
Franklin Roosevelt and Harry Truman served in WWII as Commander-in-Chief—as did Abraham Lincoln and Andrew Johnson during the Civil War.