How can definitely we say a capacitor is faulty?

You need a multimeter that is capable of testing micro Farads (uF). The capacitor is normally stamped with this rating. Should get a reading within +/- 5% of the rated value. Some Caps. are polarity sensitive so make sure your +/- leads from your meter are correct