BTDT. They tried parachutes with the Falcon 1. They presumably decided they prefer powered landings, possibly for the potentially better accuracy.
As an aside, note that thrust to weight in this process is greater than 1. The rocket never hovers, but must come to a halt at the bottom of decent as it touches the pad for everything to succeed.