Plumas Lake Average Weather. 1  The highest monthly average temperature in Plumas Lake for July is 79 degrees. 2  The lowest monthly average temperature in Plumas Lake for January is 45 degrees.  The most monthly precipitation in Plumas Lake occurs in December with 3.8 inches.