Hmm. That's what happens when I post without consulting books.
Gandalf doesn't mention his staff during his description of Saruman's betrayal. But if the staffs were powerful, wouldn't it make sense for Saruman to have taken it from Gandalf? How do you know Gandalf had it when escaping?