A lot has to do with the FF Spirits Within movie costing too much with tons of loss and Square-Soft merger with Enix becoming Square-Enix.

Once they became Square-Enix it started going downhill fast and hard because of key members leaving the company to start their own, or join other guys who left other companies to start new ones.