Fallen London: Older, Not Wiser

Terror hits London! A team of crack cat-burglars menaces the city by night, making off with all manner of valuables. The constables are baffled: no one can identify a single suspect. Who are these mystery criminals? And why do they leave behind a scent distinctly redolent of peach?