Pleurisy is swelling (inflammation) of the thin layers of tissue (pleura) covering the lungs and the chest wall. The outer layer of the pleura lines the inside of the chest wall, and the inner layer covers the lungs. The tiny space between the two layers is called the pleural cavity.