Mobs spawning insane amounts or nothing

When ever I play minecraft, it sets the difficulty automatically to peaceful and therefor no mobs are spawning. But when I set the difficulty back to easy, mobs are spawning like crazy. They are everywhere and spawn real fast. It's the same as I'd set the difficulty to hard.