Just like rotating toys helps to keep them fresh, rotating books in and out of your child's library also brings some surprise to reading. We rotate a small batch of six or seven books seasonally in our house.
While it's certainly not true that you can't read a book about blossoming trees in winter or a book about snow crystals in the summer, organizing at least a few books by season is a great way to introduce and teach the seasons. If you don't have a whole bunch of books about summer or autumn, checking them out each year at your local library is an easy way to rotate them.
Over at Rhythm of the Home, Bernadette actually went a step further and had her kids paint bookmarks and labels for each season and store each one in its own special box. We just store ours in a bin for not yet given toys or books in our closet, and place them on our forward facing IKEA picture rail when it's time.
In our experience, anything that makes a seasonal entrance (Easter baskets and eggs, a Nativity set), is considered quite special. It seems like a great thing to bestow upon books as well.
Do you rotate any books by season?

Commercial Flour Sa...
We have books that are seasonal in theme but don't display them as such.
One of the reasons that Waldorf families have a seasonal book basket is they tend to limit the number of books they give children so those are pretty much "the" books for the season.
I like a LOT of books. I choose the bedtime stories (but not the books we read at other times) and I rotate them a lot.
I pack the seasonal books with the holiday decorations.
I love Ezra Jack Keats.
This isn't seasonal but everyone needs the kids book The Shortcut by Donald Crews. My poor first grade students have heard that book over 10 times this year because I just LOVE it so much.
We do that for the seasons, too. I also have books for each Jewish holiday and those get rotated accordingly as well. I just pull them off the shelf and stack them under the bedside table until it's time to move on to the next group.
This is a good idea, and I also love The Snowy Day (which I have rotated away). Would love to hear anyone's suggestion for good spring or summer books.
I try to rotate, but the boy still seeks out the winter books. So I keep spring and summer on the mind with readings of Little Bunny Follows his Nose (by Katherine Howard, ill. by J.P. Miller), Summer (by Alice Low, ill. by Roy Mckie), and, really, just any picture book that involves the outdoors.