Demand Decreases - Price Increases?

Mark Kleiman suggests that in illegal drug markets a decrease in demand can lead to an increase in price. Does that make any sense? Is this a classic example of failing to distinguish between quantity supplied and supply? Does he believe both that the supply curve for illegal drugs has a negative slope and that the demand curve is steeper than the supply curve?