I recently bought the new Bruce Springsteen album," We shall overcome" . After a few minutes of the first song I find myself singing along with it!
Another that always works is Queen "Dont stop Me now"
(My 4 year old has just discovered Queen and insists on it on car stereo all the time, over and over and over.... sometimes with " We Will Rock you" thrown in).