Turned off or physically unplugged from the power?
Most PCs these days keep their ethernet connections alive through a standby feed from the power supply, even when the machines are "turned off". (They're not really turned off, but drawing even less than Standby Mode)
It keeps their IP addresses assigned for DHCP, enables Wake-On-Lan, etc.