I heard he spent a month alone to get ready for the Joker part. He was having sleep problems because of it and he took sleeping pills. It was either a suicide, or an accidental OD. Although could be something else, they haven't done an autopsy.
It's sad. He was a good actor, even hough I am against BBM.