Even when used as a verb (e.g., "to summer in the Hamptons") or an adjective (e.g., " winter coat"), the season remains lowercase.
Most style guides, including Boston University Guidelines , recommend lowercase even for semesters. Example: I'm taking biology in the spring semester. seasons capitalization