Why does Samsung led flashes like strobe light.

If the screen itself is flashing, are you possibly hearing a clicking/snapping sound inside? I had this happen with the non-smart 6003 model and it was actually caused by arcing between the connecters of two LEDs strips. I could smell it as well if I placed my nose close to the open holes on the back of the chassis. I replaced my backlight LEDs and the problem was solved.

Check power supply regulation. Do not keep it on for too long as the flashing might damage the backlight LEDs.

Those blinks [flashes] are fault indication (Error Codes). From the number of blinks occur at one time switch ON, you can get an idea about the faulty circuit section inside it. This will make repair easy. These are called blinking codes. Make sure about the exact number of blinking of the standby/power LED, by switching On & OFF the set, for at least two times. Count it carefully. If you wish to get some details, check the site linked here. It has details about blinking codes, and fault locating procedure, to many popular brand TVs and other devices.
http://electronicshelponline.blogspot.com/
https://homenol.blogspot.com/
https://elektrotricks.blogspot.com/
Blinking codes details to many popular brand TVs are given. If blinks continue without any pause, the main board is faulty. Search the sites by type in the brand name to your set, in its search box on the right column. View it on a desktop or in web View. Mobile view has no search box.