1 The lowest monthly average temperature in Des Moines for January is 24 degrees. 2  The most monthly precipitation in Des Moines occurs in June with 5.6 inches. 3  The air quality index in Des Moines is 17% better than the national average.  The pollution index in Des Moines is 83% worse than the national average.