How are they stealing from Amazon? They delivered a sale to Amazon, which Amazon has a program to reward the effort of delivering that sale. In no way should this be misconstrued as my supporting of the action, but I'm also not delusional making baseless accusations.
Things need to be advertised. Most advertising is not free. The amount of money spent on an affiliate link is less than what it would to advertise to the same customer the affiliate is sending.