You have to talk to the apothecary lady first or look at the message board in town to pick up a quest to get rid of the Litch in that cave. If you interact with the well in the back of the cave it should turn you into a Litch and give you two unique weapons. if you go back to the apothecary and explain the situation she will give you a black potion to reverse the effects.
