On an art buying trip to Paris, France, Barnes visited the home of Gertrude and Leo Stein where he purchased his first two paintings by Henri Matisse.[5] In the 1920s, Barnes became acquainted with the work of other modern artists such as Pablo Picasso, Amedeo Modigliani and Giorgio de Chirico through his Paris art dealer Paul Guillaume.