Legally, I think you’ll be on shaky ground. The content will still be copyright owned by someone.
It’s also worth bearing in mind that loads of affiliates have multiple sites and so the owner may have already re-used the content on another site – or he/she may be planning to do so in the future. If that’s the case, then it’s a real headache you’ll be facing in the future.