In many cases I'm sure it's the anticipation of fall more than anything else.
Fall means pumpkins.....pumpkin means pumpkin spice.......blah blah blah.
Kinda like watermelons..........it's hard to envision 4th of July without access to a watermelon. Even though it's only a complimentary side item to all the grilled meats and whatever else.