There's a huge difference between simple and simplified. The whole purpose of the science is building the (more or less always) simplified models of the world,

There's a huge difference between simple and simplified. The whole purpose of the science is building the (more or less always) simplified models of the world, abstracting important concepts out of the chaos of real world so that we can reason about them easier.