I've lived in the US for my entire life, I've live in both the north and south. Traveled large portions of the country. I've also traveled internationally numerous times. To say that Atheists in the US are hated is putting it mildly. There have been research studies into it, and the results were Atheists were one of the most distrusted groups in America and rated lower than Muslims and actual rapists. You can look up the Pew study, The Journal of Personality and Social Psychology Study, The University of Minnesota study and there's more. Every single one disproves your point. If you've been an Atheist in America and haven't seen this, then you're putting on blinders or live in a liberal city.
Edit: Typo. Also real billboard: https://en.wikipedia.org/wiki/Discrimination_against_atheist...