And get this: Not mentioned on the BBC link above, but on another report the agent is quoted as saying "Considering the location, it's really not that expensive."
I don't care if it is opposite Harrods, convenient for Sloane Street, or standing in the grounds of Buckingham Palace for that matter. It's still just an old janitor's closet.