Two things might be happening. One, water is getting underneath the paint. This will cause the bubbling. Two, the paint didn't cure enough or properly before exposure to the water.
I recommend repainting when the weather is dry for several days. Remove any loose or peeling paint and this time check every joint for caulking. Apply a primer before painting.