No, fat is disgusting. However, I should probably categorize it better...
Obesity is disgusting, chubbyness is unattractive, normal skinny is, well, normal / attractive, and slimness ("petite") is aesthetically pleasing
And everyone is slightly shallow, has their own type.
I like only women with bright eyes - it's not that I find brown / dark eyes bad, it's just that it's not my thing, it doesn't intrigue me, trigger my attetion.
Obesity however is just really disgusting and people should be ashamed of themselves.