Minecraft wiki entry for Gathering_resources_on_peaceful_difficulty, associated text: Gunpowder is most easily achieved as a drop from creepers, and is also a drop from ghasts or witches. However, neither of the 3 mobs spawn on Peaceful difficulty, so alternative ways of achieving gunpowder are important.