It's dark and deep, as are Pullman's books (Northern Lights, The Subtle Knife and The Amber Spyglass) and probably not really a children's story, even though it has children and their innocence at its heart.
You don't need to have read the books to enjoy this series, but it helps. I highly recommend them both.