Probably not worth it to argue indeed.
Though coming from a country where $10 can get you 5 lattes :), I would not give those money back. Nevertheless I payed taxes for that income.
It's pennies, but I have known/seen too many people who try to haggle extensively, who need to be reminded about common sense.
