The story
Said to be from the practice of the poor gentry, who beguiled the dinner hour by a promenade near the tomb of Humphrey, Duke of Gloucester, in Old Saint Paul's.
Etymology from Wiktionary, CC BY-SA 4.0.
dine with Duke Humphrey
Today it means: To go without dinner. Full definition →