Ask HN: Looking for an Engaging Science Book

I want to learn more about the natural sciences, and I'm looking for a great book that'll give me the basics and keep me interested. I have a terrible attention span for reading so I want something designed to keep an idiot like me engaged.

Does anyone have any recommendations?