Bad argument, since you can't prove "rich fat kids" have the same problem:

a) do they actually eat the same type of food as obese poor kids? 
b) how many rich kids are obese compared to poor kids?
c) what exactly is the relationship between social class and obesity?

See "Epidemiologic evidence for the relation between socioeconomic status and depression, obesity, and diabetes".