Silent Fanatic's guide is great and I recommend following that.
Just in case people got confused (like i did), I just wanted to add that you need to keep killing rats until a health bar shows like any other boss battle and a rat with what looks to a be a mohawk on his/her back appears. Thats the Royal Rat boss, also he can poison you so be careful.
Good Luck!