A "fall day" refers to a day in autumn, which is one of the four seasons. Autumn occurs during September, October and November in the Northern Hemisphere or March, April and May in the Southern Hemisphere. During this season, temperatures begin to cool down, leaves on trees change color and fall off, and there are often beautiful displays of foliage. So, a "fall day" is any day that occurs during the autumn season.