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.