Don't let the title fool you, this is far from a math textbook. However, it is definitely not a leisurely read either. The topics can be a bit challenging, especially toward the end, but if you're willing to interact with the author and try your hand at some of the problems, you shouldn't have much trouble following along. Nothing is introduced without first being explained.
This book challenges the widely held notion that mathematics is all about crunching numbers, or is so abstract and subtle that it takes years of study to have meaningful conversations about it. On the contrary, the basics of graph theory require almost no mathematical background, and the only numbers in sight are used for counting things. After defining graphs, Trudeau goes on to discuss topics like planar graphs, graph coloring, Euler walks, etc., using the basic framework of definitions and proofs that characterizes pure mathematics.
I highly recommend this book to anybody who has wondered what higher math is really like. There's no numbers or challengingly abstract concepts here, just simple definitions and logical proofs.