I presume it's a similar licensing to tv shows. They get a conditional license for a short period of time and then it's revoked and theyre forced to comply.

I totally understand taking down the store listing. But if I already bought the music, I expect to be able to download them again in perpetuity.

I wish more musicians could / would reject record labels and publish independently.