Clausen was born in London to George Clausen Senior, a decorative painter of Danish descent. He attended the Royal College of Art and South Kensington art schools, then the Académie Julian in Paris. He was a founding member of the New English Art Club and was elected Professor of Painting at the Royal Academy in 1904. He was knighted in 1927.