You can enable it per extension in Chrome, so if you want an ad blocker to work in an incognito window just go to chrome://extensions and check the box that says "Allow in incognito" (though allowing an ad blocker to work in incognito mode defeats the purpose of using that mode, at least in the context of this discussion).
