CSS - blur filter stops working after a moment

When I apply filter: blur(10px); to a body element, I can see that it is working, but only for a moment, when the website is loading.

When the loading is done, the blur disappears. Why it is like that?
Also, when I set it afterwards with JS it still doesn't work.