Of the U.S. presidents who were alive after the peace prize was first awarded in 1901, the worst two were Woodrow Wilson (also the worst overall) and Jimmy Carter. Both were awarded the peace prize. Barack Obama is making a strong run for third (or even second), so perhaps the award is appropriate in a sense.
UPDATE: Some other prominent humanitarians who have been awarded the peace prize.