From Sahih Bukhari (Hadith 627):
Narrated `Abdullah bin Mughaffal:The prophet said, "There is a prayer between the two Adhans (Adhan and Iqama), there is a prayer between the two Adhans." And then while saying it the third time he added, "For the one who wants to (pray)
Reference: Bukhari 627