FWIW, this isn't quite Harsanyi's argument. Though he does build on the von Neuman-Morgenstern/Marschak results, it's in slightly different way to that proposed here (and there's still a lot of debate about whether it works or not).
In case anyone's interested, here are some references for (a) the original Harsanyi (1955) axiomatization, and (b) the subsequent debate between Harsanyi and Sen about it's meaning. There is much more out there than this, but section 2 of Sen (1976) probably captures two key points, both of which seem equally applicable to Phil's argument.
(1) The independence axiom is seems more problematic when shifting from individual to social choice (as Wei Dai has already pointed out)
(2) Even if it weren't, the axioms don't really say much about utilitarianism as it i...
I said this in a comment on Real-life entropic weirdness, but it's getting off-topic there, so I'm posting it here.
My original writeup was confusing, because I used some non-standard terminology, and because I wasn't familiar with the crucial theorem. We cleared up the terminological confusion (thanks esp. to conchis and Vladimir Nesov), but the question remains. I rewrote the title yet again, and have here a restatement that I hope is clearer.
Some problems with average utilitarianism from the Stanford Encyclopedia of Philosophy:
(If you assign different weights to the utilities of different people, we could probably get the same result by considering a person with weight W to be equivalent to W copies of a person with weight 1.)