go underground

(intransitive, especially of an animal, chiefly Canada, US) To escape into a burrow, hole, etc. when being hunted.

(figuratively, by extension, chiefly Canada, US) To hide from public view or sequester oneself, especially when authorities, members of the news media, or others are looking for one.