The Aravalli range runs parallel to the direction of southwest monsoon winds, so they don't block or lift the moist air to cause rainfall. If mountains lie perpendicular to monsoon winds, they force air upward (orographic lift), cooling it and causing rain. Parallel orientation allows winds to pass without lifting.