Floodwaters inundated roadways in Riyadh, Mecca and the mountainous south of the mostly desert kingdom, the directorate said in a statement.
Videos posted on social media showed cars submerged in water in the southwestern city of Abha.
Heavy rains have lashed Saudi Arabia for several days and the education ministry closed schools in and around the capital Riyadh on Wednesday.