Autumn is a season of change. When you dream of Autumn, leaves are turning brown falling off trees. The warmth and excitement is coming close to an end; replaced by transformation and change.
All good things go through cycles, and when Autumn appears in a dream, you can certainly expect the highs to go lowers, and the lows to go higher. Some positives turning negative, and some negative aspects of your life turning positive.