From what I remembered growing up, there's always three months in a single season:
Spring: March, April, May (April showers bring May flowers)
Summer: June, July, August
Fall/Autumn: September, October, November
Winter: December, January, February (Always thought it was odd that the last season of the year began with the last month of the year).