rank stranger means: This sounds strange, but not dangerous from the viewpoint of the speaker ….Gov. Perry used the phrase to talk about strangers being taken in by neighbors during the Texas fire crisis. I’m sure Perry has heard this in informal conversations. (in Community Dictionary, added by Mayra Valentine)