Oasis- Noun

Oasis means something that provides refuge, relief, or pleasant contrast

Merriam- Webster dictionary

“Quicksand” by nella Larsen

“So large that the spot where Helga sat was a small oasis in a desert of darkness”

This quote is saying that Helga found somewhere that provided relief which was a desert of darkness.