When I load mods in Civilization V it only has option to start single player game. So is there any workaround or method for loading mods in multiplayer games? I am mostly interested in using some Interface only mods
Nope. There was a mod that made it so you could, at least over LAN, but it's broken now. It's possible that this functionality will get added, but unlikely.