The further you travel from a FM station, the weaker the signal and the weaker the reception.
Hills, mountains, tall buildings, bridges, tunnels, freeway overpasses, parking garages, dense tree foliage and thunderstorms can interfere with the reception.
When you pass a ground-based broadcast repeating tower, a stronger signal may overtake a weaker one and result in the audio system muting.