It just takes a few tries, sometimes. Personally, I think that more agi helps to get the buff (maybe it has something to do with your aspd/animation time? I don't really know).
Anyhow, make sure that your Running skill level is at least 7 and try it a few more times. You should see an icon like the one on the right:
