This may be confusing, but if you have a person named Herman in your Black City, you battle him and then head to the Black City Market to purchase a Dusk Stone.
If you don't have a person named Herman living In Black City, then you cannot obtain a Dusk Stone in the Market, and you would have to go to White Forest using Entralink to bring him to your city