Odd starting issue. However I think my bike did something similar for some time, preferred to start with just a very brief engagement of the starter motor, or with a quick kick to the kick starter. Was inexplicable but never a real problem; eventually went away.
During the 2 - 3 second starting attempt does the starter motor seem to slow down at all? This could be a hint that battery is failing.