Larry Appleseed: 1 book

Once, humanity had control of thousands of worlds, across hundreds of dimensions. Now, the only ones who remember it are chased across the lone planet they inhabit - Earth - by gaseous monsters that rain their amnesia-causing secretions on the ignorant populations below. The humans call these monsters clouds.