Drawing for the Absolute Beginner, by Mark and Mary Willenbrink

The title pretty much sums up this book. What makes it stand out is that it actually addresses the goal. It goes through basic techniques and tricks pretty well in an easily accessible manner. It also sticks to easily obtainable and cheap tools (pencils and an eraser), where so many other books start piling up extravagant shopping lists.