The story
So named because the category began with patented formulations for tanning and finishing; for more, see Wikipedia at patent leather § History.
Etymology from Wiktionary, CC BY-SA 4.0.
patent leather
Today it means: Leather that has been given a high-gloss, shiny finish. Full definition →