1) Liquid wrench, or an equivalent penetrating oil (WD40 isn't one, but it's not a bad second choice), while you're reading our comments.
2) Everything @Baluncore said.
3) If you have an impact driver and a deep well socket, that would be a good approach. Align the two stop nuts as described...