An evil ghost isn't so much a ghost as it is an evil spirit.
This is a jukugo word that uses the on'yomi readings of the kanji. You should be able to read this on your own. Note this uses the secondary 霊 reading of りょう, so imagine an evil spirit rowing a boat.
She drove speeding through the tunnel because she heard there was an evil spirit in there.