Best science books for an early introduction to science. What do kids learn in early elementary science? Well, a lot of what is covered in elementary school science involves the water cycle, the butterfly life cycle, matter, forces, energy, the weather, what is science, and what scientists do. These picture books make fantastic additions to your science class, whether you're a teacher or a homeschool parent. Discover fantastic picture books for your science bookshelf.