The Doctor takes Amy to 19th century France to lessen his guilt about Rory 's loss .
Amy forms a close friendship with famed painter Vincent van Gogh ( Tony Curran ) .
The Doctor takes Amy to 19th century France to lessen his guilt about Rory 's loss and she forms a close friendship with famed painter Vincent van Gogh ( Tony Curran ) .