I've read Naked Statistics. It assumes no prior knowledge of the topic. It doesn't have much in the way of formulas, but it does a good job of introducing basic probability, the central limit theorem, regression etc. There are simple but interesting applications as well. If nothing else, it motivates the reader to delve deeper into stats. I enjoyed it even after having studied a good amount of statistics. My favorite chapter discusses the famous Monty Hall problem.