Sometimes it makes sense, if you fundamentally disagree with leadership (or peers who outvote you), it makes sense to just move on. Otherwise they just annoy you and you them. If you've made your case, both parties will be happier apart.

I stepped out of a non-profit board for a time because what was obvious to me needed to happen wasn't going to--although it did over time after my departure and I rejoined at some point.