During inspiration, intrapleural (pleural) pressure decreases. At the same time, the atmospheric pressure decreases. Therefore, the intrapulmonary (alveolar) pressure decreases. In contrast, it does not change during expiration.
According to Boyle's Law, when volume decreases, pressure increases. Conversely, when volume increases, pressure decreases.