when you move at infinite speed, you catch all the rain in the air that is on your track. your front will get very wet.
I think you actually catch more water when you go faster. however, it is still practical to run, rather than walk because you'll be getting wet for a shorter period of time. (Which is useful only if you are going home or somewhere where you can change your clothes)
*reporting live from the Netherlands, country of rain.