The rain water contaminates the water in the pipelines and/or overhead storage tanks of the buildings in the city.
As you mentioned, a guy in the shower loses his memory. There is also a shot of a woman drinking from a tap who also loses her memory.
Observational deduction &and I dontdon't have any links confirming this.
