The story
From Peeping Tom, a tailor in the legend of Lady Godiva who watched Godiva riding naked.
Etymology from Wiktionary, CC BY-SA 4.0.
peeping tom
Today it means: A person who watches another without the other's permission and usually without the other's knowledge, especially for the purpose of deriving sexual pleasure from the sight of the other. Full definition →