I don't. Ads don't bother me unless they're flashy... flash ads, and well, not having Flash Player installed solves that issue.

If a website has other ads that annoy me, I just won't visit it. Or if the content is something I feel is worth paying for a subscription and that subscription removes the ads, I do that.