The judge ordered him to pay phelps $16,510. That doesn’t sound to me like court costs.
You can easily spend that much (or more) in printing costs for a federal appeal, since you have to print 10 copies of the entire trial transcript for the Court of Appeals, plus printing costs for the briefs. If it was an award of attorneys' fees, it would easily be ten times that.