Fog (small water droplets suspended in air) is transparent to light but it can reflect it if
the wavelength of light is smaller than the water droplet diameter. Since there are so many droplets it scatters light making lidar useless.
The usual diameter of fog droplets is in the micrometer range, but is highly variable.
So microwave/milimeterwave lidar could theoretically work.