The most important thing to remember with science is that it is provisional. It can never be certain about anything. Although Newton's world was modified by Einstein, Newtonian physics remains a perfectly good way to navigate yourself around the solar system, except in the orbit of Mercury, where relativity begins to rear its head. Now Einstein's notions are coming under threat, but the theory of relativity will continue to be of great importance. But there will always be something else if you like.
Humans are full of hubris.
They always think they've worked it all out. One human characteristic, which may go back to our being tribal carnivores, is that we need something to worship and respect, it's in our nature to want this and therefore that side of our nature is something that science cannot help with, because of it's complete provisionality. The fact that it can never be certain about anything means that it is not very satisfying to the person in the street. It's probably why there's been no great music written to science, no great works of art attached to expounding science, in the way they do religions. One of my hopes was that our vision of the Earth might fill a gap, especially now that religions have taken a downturn, largely because they provided the information about cosmology and biology before science replaced them.