Actually Rothermere withdrew support for the Blackshirts in 1936, finding their violence distasteful. But he remained a huge fan of Adolf Hitler and Mussolini right up until the start of the war.
Meanwhile and indeed well into 1940 his papers led the campaign against Jews & others fleeing Europe.