I mean, the title covers it. If a player throws an ender eye and the EntitySpawnEvent is cancelled, it will still get taken from the inventory.

@EventHandler(priority = EventPriority.LOWEST)
public void EntitySpawnEvent(EntitySpawnEvent evt){
    evt.setCancelled(true);
}