Some Mysteries of Science

We westerners are taught in school and almost made to believe that the space between the nuclei of atoms, (neutrons and protons) and their surrounding electrons, is millions of times greater than the diameter of each nucleus. This would mean that even solid matter is mostly space; nothing (even wood and stone) could actually be solid. Also, hydrogen, oxygen and nitrogen atoms would have to be totally invisible. Otherwise how could we see?