Found this little neat shortcut trick today.
Create a shortcut of steam.exe, set it's target to: D:\Steam\Steam.exe steam://friends/joinchat/103582791429521517
Either use it whenever you want or use "run" + shell:startup and place the shortcut there.
Voilá, automagic autojoin of the chat.