The only black student, he became a favorite of the painter Thomas Eakins, who had recently begun teaching there.
Tanner made other connections among artists, including Robert Henri.
In the late 1890s he was sponsored for a trip to the Mutasarrifate of Jerusalem by Rodman Wanamaker, who was impressed by his paintings of biblical themes.