What are your favorite dark fantasy books?

Fantasy spans the spectrum from lighthearted fun to kick-you-in-the-teeth realism. When done right dark fantasy explores themes that are often taboo or emotional. Exploring these dark themes in fantasy offers a safe space to explore concepts like these in a new world without the limits of our own reality. What dark fantasy books do you recommend to other readers?