Fetch API rejects with NetworkError when hosted on localhost (Firefox only)

Turns out that I had a configuration issue.

network.http.referer.XOriginPolicy

Should be set to 0 otherwise fetch will fail. I had it set to 1 for reasons I can't remember.

It was the damn AdBlock in my case. 3 hours wasted...
Hope someone will find this earlier.