If the Nobel Prize was motivated by some penance for the "discovery" of dynamite which made high explosives usable for wars, then a peace prize is certainly justified.
While we're at it, let's remove the Nobel Prize in Economics. It was not part of Alfred Nobel's original will and is also a dubious category to include with the other sciences.