Well I actually found the answer to my question in the rulebook. I must have misread it in my flipping back and forth of reading rules.
“However, if it’s not yet at war by the Collect Income phase of its third turn, the United States may declare war on any or all Axis powers at the beginning of that phase.”
Therefore the US NOs would be collected on US3.