Babylon threw off the Assyrian rule in 612 BC and became the capital of the Neo-Babylonian Chaldean Empire . Under Nabopolassar , Babylon threw off the Assyrian rule in 612 BC and became the capital of the Neo-Babylonian Chaldean Empire .