I've been looking for a complete book on herbs, medicinal and culinary for a long time now. I am pretty sure there isn't a "complete" book printed, but this comes closer than some others I've read through. It's pretty thick too.
Our library only has a 1996 edition of this book, but it's pretty close (but not yet complete) to a good resource.