As others have pointed out, the Peace Prize is inherently political in nature. What should be emphasized is that it's also given out by an entirely different committee, in a different country.
Peace Prize: Norwegian Nobel Committee
Physics and Chemistry Prizes: Royal Swedish Academy of Sciences
Physiology or Medicine: Nobel Assembly at Karolinska Institutet (Sweden)
Literature: Swedish Academy
Economics (not really a Nobel): Royal Swedish Academy of Sciences