Emergency Brake Light Turns on While Brakes Fully Depressed

I had this happen after my car sat in the garage for a number of years. Turned out the rear wheel cylinders were frozen and replacing them corrected the problem. Due to the cost of the early cars wheel cylinders I replaced using the newer, much less expensive cylinders. Here's a thread if you're interested.