Erica's Answer:
When rain falls from a cloud but evaporates before reaching the ground, it is called "virga". Dry thunderstorms happen frequently in the desert southwest. The rain from the thunderstorm falls down into a pocket of very dry air, and all the rain evaporates. However, the lightning can still hit the ground.- Erica