The simple answer is diffusion. The more water droplets there are for light to pass through, the more opportunity for light to be scattered, the more light is scattered the more opaque something looks. So less droplets close to your face means less light scattering, so slightly blurry, further away object have more room to scatter light and therefore are obscured.
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