My object in Solid Mode:
The same object in Render Preview (with Eevee):
I didn't change anything. The only button I pressed is to set my viewport shading to Render Preview. And the smooth shading was gone.
I suppose I need to enable smooth shading for Eevee somehow? Right Click -> Smooth Shading doesn't work.