Stannis was rejected initially by the Iron Bank, but they changed their mind after the speech by Ser Davos.
Okay, I was thinking Stannis went broke when he retreated from the Battle of Blackwater Bay. Apparently, the Iron Bank loaned Stannis money after that to hire the pirate a second time.