Aladdin's Lamp — Carola Dunn

There once was a threadbare young Oxford scholar named Alan Dinsmuir, who was enamored of a rich and beautiful lady of quality. Now only the genie who lived in an old brass lamp he'd bought could turn him into an eligible suitor.