I watched the video, the default "Blink" sketch runs, indicating that your Teensy works.
Also it blinks an orange LED, it is a genuine Teensy, I guess, by the looks of it.
After pressing the button, the LED turns off, which should happen.
The problem is probably on the PC side. You may have...