If you are using bad feature engineering or you aren't using cross validation then yeah, you're probably going to overfit, but that's not really a problem with neural networks. They're not an all purpose tool that can solve all of humanity's problems, but they definitely have their uses.
No, the original source shows DC metro at 10-20%. Op left out DC for some reason.