Our Moon makes this possible. An asteroid with a low $V_\infty$ with respect to Earth making a close flyby of the Moon in the right direction could get into a distant orbit around the Earth. That object would likely continue to encounter the Moon, and could be ejected again.
It is important to realize that things cannot just drift into orbit without something to slow them down. This results from conservation of energy. An object moving towards Earth will gain momentum due to gravity as it approaches. Unless something else interferes to slow the object down (like a gravitational assist by the Moon), that kinetic energy will also necessarily be enough to allow the object to escape Earth's gravitational pull.