I think this is rather self-regarding. Proper nicknames are supposed to be insulting, but Harry's nickname makes him sound like some sort of super-hero, although a rubbish one.
I suspect he does not know his real nickname. I imagine it's Ginger, or James Hewitt's Lad, or Posh Spice, or Clive off Neighbours, or Knobhead. Something like that.
