Shulker kept attacking me in peaceful

I sucessfully brought a shulker to the overworld via a minecart. When I went back to the overworld myself, I switched my game to peaceful difficulty. however, when I went to the world spawn (Where the shulker was), it kept attacking me. Weirdly though, even though it kept attacking me, it didn't apply levitation to me.