Does Celestial Crusader also boost my opponent's creatures?
There are no hidden limitations.

The effect of Celestial Crusader's ability applies to white creatures other than that Celestial Crusader, no matter who controls them.

If it only affected creatures your control, the ability would have been phrased like Paragon of New Dawns's:


  Other white creatures you control get +1/+1.