Some eyes from mobs like Endermen, Creepers, Spiders, and Phantoms will remain visible even if the mob itself is invisible. Here is some more general information regarding Potion of Invisibility ...

Minecraft players can turn off mobs in their server settings, using commands, or they can even turn off individual monsters using Command Blocks.