You'd think so, but a little googling shows me that an optimistic estimate is that 1-2% of US Americans that go hungry once in a while because they cannot afford food. Some sources, such as those cited by wikipedia [0], put the number as high as 5-6%.
(Now we could have a debate on the meaning of 'starving', but let's just say there is a broad area between skipping a few meals and dying from lack of food that is all covered by how people use the word.)
https://en.wikipedia.org/wiki/Hunger_in_the_United_States