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"shaped like a tub, corpulent," 1835, from tub + -y (2). The noun meaning "a fat person" is attested from 1891.
A fat person: the ex-tubbies trying to live on lettuce leaves/ Hey, you're kind of a tubbo, ain't you? (entry form 1891+, variant 1980s+)