I don't think you're obese at all. There's a chance that you MIGHT look ever-so-slightly pudgy if you weren't wearing black, but that's it. The parents reaction is definitely disproportional and irrational. You would have to gain A LOT of weight before I'd consider you fat, let alone obese.
If you WERE fat, it would still be downright cruel to react that way, if anything.