Question: so do i or so will i?
Answer: “I” tells us who. You don't need “be” because it's part of the collective verb, which is “(to) be on leave.” If you had “be” again, you'd have two “be”s, and that, of course, would be incorrect. Therefore, you must use “so will I” if you do so insist on it.