Why was peace so important to Alfred Nobel?

Because he had invented what he considered one of the most dangerous weapons of war of his age (comparable to single handedly inventing and building nuclear weapons): dynamite! Yes he had not invented it to be a weapon, he had invented it to make nitroglycerine safe in mining and construction, but it became a weapon.