This phase II study will assess the effect of a treatment combination of Rituximab and azathioprine in patients with Granulomatous and Lymphocytic Interstitial Lung Disease (GLILD) compared to placebo, based on change in lung function at 18 months compared to baseline. The researchers will also assess if the drugs improved quality of life.