The story
In reference to the book's red colour, and because red is the traditional colour representing Communism.
Etymology from Wiktionary, CC BY-SA 4.0.
Little Red Book
Today it means: Quotations from Chairman Mao Tse-tung, a book widely distributed in Communist China. Full definition →