Poison is current - as far as I am aware - non-lethal. It will just drain a maximum amount of health (4 hearts) and stops working when you reach half a heart. If you keep your hungerbar high, you should be healed up quickly.
In an upcoming update, it's planned to make milk a cure. Currently, that's not added yet.