Tolkien pictured Elves as an idealised verison of humans, so the thought of fat Elves usually doesn't enter people's minds. Personally, I think that there were overweight Elves, but of the 'cute and chubby' type than 'disgustingly repulsive rolls of fat'. Overweight but still fair to look upon.
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