Note how he had to remove the monitor and tower in order to pick up the keystrokes. Stray EMI is likely to obfuscate any small leakage emanating from the keyboard. I would be curious to see if this works in an environment with multiple PCs all on at once (power supplies humming along, monitors radiating, etc.)