It does snow in Rome. All the frickin' time (you can see the difference between the snow and the rain visual effects). It just doesn't show up on the ground.
Besides, Rubi-Ka is supposedly a desert planet. Snow in desert areas tend to melt and evaporate, without covering the ground.