As supply increases, demand for the product will decrease which should cause prices to drop. As supply decreases, demand for the product will increase and prices will rise.
Think of it like an X where the middle is the ideal spot, the place where supply and demand meet at an equilibrium price. If that is not a good enough answer, I would suggest taking the question to the business category.