Shulker kept attacking me in peaceful

I sucessfully brought a shulker to the overworld via a minecart. After I went to the overworld myself, I switched my game to peaceful difficulty, then went to the world spawn (where the shulker was). However, it kept attacking me, even in peaceful difficulty. Weirdly though, even though it kept attacking me, it's projectiles didn't give me levitation.