It turns out Mitt Romney did, in fact, send leftover pizza to Barack Obama's campaign headquarters in Chicago, according to this Newser report, which cites a Mitt Romney tweet and an ABC News report.
Even more tasteful, it was a "common ground meal," according to Guy's post below about liberal and conservative food (although I'm not sure if the pizza was specifically pepperoni.)