What does here under leave of Brutus and the rest mean?

"Here" is used in the sense of "in this place" or "at this point." "Under leave of Brutus and the rest" means "with the permission of Brutus and the others." So, the phrase as a whole means "at this point, with the permission of Brutus and the others."