It is due to multipath interference. Radio waves bounce off metallic objects like other cars, buildings, sign poles, etc. If they arrive at your car antenna out of phase with the direct (not reflected) radio signal, they will cancel it out. A few inches can move you into a location where they no longer cancel.
https://en.wikipedia.org/wiki/Multipath_propagation#Interference
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