Absolutely it is. There is two centuries of precedence marking copyrighted works as property. It's literally called intellectual property.

But "possession of stolen property" is a specific criminal charge that doesn't typically have to do with copyright (being more to do with, say, bicycles). I can't find any example of "possession of stolen property" charges being brought against a copyright violator, but it's a hard thing to Google.