Supply and Price tend to go in opposite direction because as Supply of a product increases, the price tend to fall down from the market equilibrium.
This happens because when supply of a product is increased, The product becomes abundant and make it become very easy for customers to obtain the product. This will lower the value of the product and result in reduction of its price.