Some great ones listed above. My boys loved the Little House books. My kids also loved books by Elizabeth Enright:
Thimble Summer
Gone-Away Lake
Return to Gone-Away
The Saturdays (1st in the series, but not nearly as good as the sequels, which are terrific)
The Four Story Mistake
And Then There Were Five
Spiderweb for Two