When discussing with Agent Kallus how the temperature will fall at night, Zeb says that he "thought Geonosis was a desert planet" (they did not crash on Geonosis but rather one of its moons). It is a common misconception that a desert is a hot environment. Deserts are defined by their (lack of) precipitation, not their temperature. The largest desert on Earth is in Antarctica.