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Bottom right of Google.com -> search options -> appearance. Or go here: https://www.google.com/preferences?hl=en&fg=1#appearance

Must be rolling out still, I see no appearance settings.

This works for me:

"Google Search Page" -> Setting (icon, upper right) -> "Dark Theme: Off/On" (Last Entry in the drop down menu)