Same as sjm and Bingley.

I would almost certainly not say "... in autumn." I would use either "the autumn" or "this autumn."

PS I might drop the article if I used the phrase to start a sentence - "In autumn, when the leaves are red,/ I'm rarely seen to bare my head: In Spring, when leaves are turning green, My doffed hat shows my bare head's sheen./"