“Oblivion” and "oblivious" are from the Latin oblivio, meaning “forgetfulness.”

The root of oblivio may be lēvis “smooth,” so with the prefix ob-, you get “to smooth over,” perhaps suggesting a wiping away.

It’s that blank smoothness that may give us the sense of “oblivion” as empty nothingness.