I am trying to do the same, but along with creating the nodes as well.
I tried this:
LOAD CSV WITH HEADERS FROM "file:///COVID_Edges.csv" AS row
MERGE (src:Character {name: row.Source})
MERGE (tgt:Character {name: row.Target})
CALL apoc.create.relati...