The story
From the metaphor of a large book, containing all the possible laws broken or punishments for a particular crime, being thrown at an offender. Attested since at least 1897.
Etymology from Wiktionary, CC BY-SA 4.0.
throw the book at
Today it means: To charge with or convict of as many crimes as possible. Full definition →