you will lose connection to it, but if you want to give it a go that's up to you. Go to the Configuration TabNetworkingProperties--IP Settings.
My suggestion again is do this from the console, via some sort of remote connection, not PuTTY, but iLO, DRAC, IMM.... or standing in front of the hardware.