I found this book really useful. I've often followed painting tutorials, and wondered 'why did they tell me to use this particular colour?', or 'how can I make my own pictures hang together as well as this?'
This book has all of the answers. It also has the distinction of being the only art instruction book I've read every page of: a real gem.