If males can cosplay as female characters and vice version, I see no reason plus size people can't cosplay as non plus size characters and vice versa.

That's like saying a black person can't cosplay Yugi Mutou, something which is clearly wrong...because I saw someone doing that at FanExpo Philly.

Cosplay who you want, regardless of you weight gender or race.