Eating is a special action that allows one to take an edible item or edible source and consume it to replenish or even damage your stats. This action is most commonly used to replenish the hunger and thirst stats, although it has the potential to change any stat or even inflict states.
For a list of all items that can be used in conjunction with the eat action, look here.