If you’re hoping to get lost in the rain on your romantic getaway, check out these details about year-round temperatures in Bemus Point: 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 29°F. The snowiest months in Bemus Point are January, November, March, and December, with each month seeing an average of 8 inches of snowfall.