Seems that Nautilus (3.26.2) killed my Downloads folder. Folder is completely gone. It also disappeared from that left side bookmark bar. And getting off entries (like Downloads, Documents, etc) isn't easily done by right click delete btw.
I didn't move it anywhere else - checked it.
Also searched my history (history | grep Downloads) - nothing suspicious.