Leo Szilard was a naturalised Brit. If anyone can be said to be the 'inventor' of nuclear weapons and nuclear power, it is he.
He patented the idea of nuclear weapons and handed ownership of that patent to the Admiralty of his adopted country.
Rutherford scorned the idea, mocking it by saying that anyone who believed in nuclear power was "talking moonshine".