Atomic weapons were the least of our worries with Japan. They were working on a weaponized version of the Bubonic Plague and were very close to perfecting it.
Can you imagine the carnage that would have caused in Asia and Europe?
And we promptly brought the researchers doing the plague development into the USA to work for us in developing those weaponized plagues.