It depends how comfortable you are with mathematics. Statistics by David Freedman is a great starting point and does an excellent job of developing intuition without delving deep into the mathematical aspects. Although it may leave you wanting more details on the math side. Another great book for beginners is Statistics: The Art and Science of Learning from Data by Agresti and Franklin.

In any case, I would recommend skimming a lot of books and finding one that contains enough practice questions (with solutions) and is suitable for your level.