I was cavediving for iron (on peaceful mode, obviously), when I found a large Slime. I ran out as fast as I could. I really need to know if they attack on peaceful or not
Though Slimes will spawn on Peaceful mode, pending some unknown bug, they will never be large enough to actually cause damage to you.
The Minecraft wiki has more information available here.