Yea, since the 12v+ signal is sent once the head unit turns on, and that is when the amplifier pops fuses, I would agree with the above.
Im not sure if a short in the remote would cause the amp to blow a fuse. Contact the seller that you got the amp from and tell them what's up and ask about a possible refund/exchange.