Speaking exclusively to House Digest, Sureja told us how to fix chipped ceiling paint for a seamless finish. He said that you should always remove the peeling paint before doing anything else.
Be sure to wring out the cloth well to avoid saturating the ceiling with water. Avoid using abrasive cleaners or excessive moisture, which can damage the paint and cause peeling or flaking.