Princess O'Hara(1935)

When King's beloved horse dies, Princess tries to purchase a new nag, and that's how she inadvertently gets her hands on a "stolen" race horse. Our heroine nearly ends up with a lengthy prison term before the story is resolved during the climactic Big Race.