The primary cause of siderosis is the prolonged inhalation of iron particles or fumes, which are small enough to bypass the respiratory tract's defenses and reach the alveoli. Once in the lungs, these particles can persist and cause localized inflammation. Over time, the body attempts to wall off these particles, leading to fibrotic changes in the lung tissue.