Here's what it looks like on my FC6 box.
You might also get the situation where it boots the original connection. Happens all the time with our barcode scanners.
Code:
Bringing up loopback interface: [ OK ]
Bringing up interface eth0: Error, some other host already uses address 192.168.1.4.
[FAILED]