You can plan your beach trip with this snapshot of year-round temperatures in Rhinelander: The hottest months are usually July and August, with an average temperature of 18°C, while the coldest months are January and February, with an average of -7°C. The snowiest months in Rhinelander are April, March, January and February, with each month seeing an average of 34 cm of snowfall.