It isn't so. It may take a year or two for blooms, but with care I've successfully moved them anytime the ground isn't frozen. Someone else will have to chime in with a best time though, since I rarely follow standard practice.
What zone/area are you in? Providing this info will help to get a comprehensive answer to your question.
to ATP!