We evaluate a policy which relocated over 20,000 firms identified as polluting from central Delhi to industrial areas on the outskirts of the metro area. Roughly 58% of these firms ceased operation as a result of having been relocated. We do not find evidence that the relocation policy resulted in significant decreases in air pollution levels.