The atmosphere refracts light downwards, towards the surface of Earth, when using Doppler radar. For radar not to strike the ground when searching for storms every time it is used, it requires curvature of the earth. Here is a little diagram I drew to demonstrate the issue.

How does FE allow radar to detect storms long distance without striking the ground? Please note that the image is a rough drawing, for example, the radar tower is no as high as the clouds.
jroa: Edit: I shrank your picture so it can be viewed more easily.