Is science coming to the end of the road?

Science used to be simple. You observed what happened, say an apple falling from a tree, and from this you deduced the simple rules that govern the universe. Today physicists are probing the atom and the quantum reality that underpins the world and none of it makes any sense. Is this the end of physics?