Born in Pendleton, Oregon, in 1905, as a young man, John Ferren apprenticed to an Italian stonecutter in San Francisco and briefly attended the California School of Fine Arts (now San Francisco Art Institute) in 1925. In 1929, Ferren traveled to New York and Paris, where he was exposed to the work of Hans Hofmann, Henri Matisse, and the holdings of Albert Eugene Gallatin, an influential collector of abstract and nonobjective art. While in Europe, Ferren attended informal classes at the Sorbonne, Académie de la Grande Chaumière, and Académie Ranson. However, according to the artist, he was most influenced by socializing with other artists working in Paris at the time, including Alberto Giacometti, Joan Miró, Piet Mondrian, Pablo Picasso (whom Ferren would later help to sketch Guernica [1937]).

Ferren returned to the United States in 1930 but was quickly drawn back to Paris, where he lived and worked for the next eight years. While there, Ferren was linked to the group Abstraction-Création, an association of artists formed in Paris in 1931 to promote abstraction and counteract the trend toward Surrealism and figuration. He also met Pierre Matisse, son of the French painter Henri Matisse, who gave the artist his first solo show in New York, in 1936. 

On returning to the United States, Ferren became acquainted with Taoism and Zen Buddhism through his friendship with Chinese American avant-garde artist Yun Gee, who explored Taoist themes through his work. This exposure propelled Ferren toward an increased focus on evoking movement and unity through his abstract compositions. Later in his career, he combined a number of different artistic ideologies, mixing, on the same canvas, strong architectural forms with expressionistic, painterly acts of spontaneity.

Ferren taught at Queens College, the Brooklyn Museum Art School, and Cooper Union. During his lifetime, Ferren’s work was exhibited in solo and group presentations throughout the United States, including the groundbreaking Ninth Street Show of works by sixty-one New York–based artists held in 1951 in a vacated storefront. Ferren remained active as an artist until his death in Southampton, New York, in 1970. A major retrospective of his work was held at the Graduate Center of the City University of New York in 1979.