This is a humble way of saying 'I'm going' when leaving a place. It literally means 'I'm going and coming back,' implying you will return. It's often used when leaving home or the office to colleagues or family.

「行ってきます」の謙譲語で、出かける際に「行って帰ります」という意を伝える挨拶。