Atheists aren't persecuted. They aren't being executed for their beliefs. Christians still are, though, in China, Africa and the Middle East.
Atheists are also banned from serving in government in 7 US states as part of their state Constitutions, though the laws are unenforceable. Atheists also can't be Freemasons or Boy Scouts. So yeah you're wrong again.