صحيح البخاري
From Sahih Bukhari (Hadith 3833):
Narrated Sa`id bin Al-Musaiyab's grand-father:In the pre-Islamic period of ignorance a flood of rain came and filled the valley in between the two mountains (around the Ka`ba)
Reference: Bukhari 3833