Taking into account the local weather in Morristown can help you maximize your time at the pool during your trip. The hottest months are usually July and August with an average temp of 66°F, while the coldest months are January and February with an average of 25°F. The snowiest months in Morristown are January, December, February, and March, with each month seeing an average of 7 inches of snowfall.