I have this same problem with my 2004 4Runner.
Sometimes it chirps with the engine off.
I didn't have this problem, previous to replacing the master brake cylinder with a refurbished master brake cylinder.
I have asked several mechanics, without any solid answers.
Until I find out it will be...
