Yes, Ministry of Defence sounds so much more agreeable than The War Office
Being a pedant, who was serving at the time of the change, it wasn't simply a name change, the MoD was the result of the merging of, The Admiralty, The War Office and the Air Ministry.
The War Office was just the pongo part.