LEDs will blink even when computer is OFF. Most probably you have no drivers for your Ethernet card.
What is the computer, and what is the Ethernet card in it?
Its a computer i built, its using a z87 Fatl1ty Killer mobo, i dont know what ethernet card it uses, but it says killer e2200 game networking on the ethernet jack.