Average Temperatures for Duluth. Duluth's coldest month is January when the average temperature overnight is -1.2°F. In July, the warmest month, the average day time temperature rises to 76.3°F. Average Rainfall for Duluth. The driest month in Duluth is February with 0.83 inches of precipitation, and with 4.25 inches June is the wettest month.