I also recommend Herzog on Herzog [1]. Part of a series of books where filmmakers discuss their own works with a loose interview structure. Very readable and accessible. For a supposedly difficult ateur, he comes across as approachable and pragmatic.

[1] http://www.amazon.com/Herzog-Paul-Cronin/dp/0571207081/