Why wouldn't we? There were autumns also in the medieval warm period (800-1300A.D) that lasted several centuries. It's primarily the diminishing of light that make leaves cease photosynthesis and give up the green color. We live an interglacial period of the Pleistocene era, when it's natural that temperatures rise and fall. It happens also during the glacial periods.