He did actually, after the war he changed it to Stuart-Houston.
There was also a funny moment when he first joined the Navy:
On reporting for duty, the induction officer asked his name. He replied, "Hitler." Thinking he was joking, the officer replied, "Glad to see you, Hitler. My name's Hess."