The clue to the correct pronunciation is to remember that while Vincent van Gogh blossomed as an artist in France, he was born in the Netherlands. The BBC explains exactly how to say his name here...
Van Gogh's Paint Colors
Which was the Painting Van Gogh Sold?
Van Gogh on Tone and Color Mixing