The story
From the color of its cover, and perhaps a pun on plum (“a cushy position, a sinecure”).
Etymology from Wiktionary, CC BY-SA 4.0.
Plum Book
Today it means: United States Government Policy and Supporting Positions, a publication listing presidentially appointed positions within the federal government. Full definition →