Art has always been faked. Every year people go to museums and look at fraudulent artwork.
According to this 2010 article, it's estimated that 20 % of all artwork in major British museums are fraudulent pieces.
I'm sure an expert looked at these paintings too. You can't ask for infallibility from a human being.