If your an admin just start recruiting and getting people into the guild.
Not sure if you can ban the Masters or not, but if you have the ability I would assume that you are an admin of the guild and you can invite people into the guild. If it is as inactive as you state then no one will be there to oppose you doing the take over.
Good luck
