Kupczynski was born in Wilno, Poland, the only child of an officer in the Polish army. He started drawing with crayons as a child and was introduced to painting by his father. At the age of 11, Kupczynski escaped to Warsaw with his mother during the Soviet invasion of Poland, while his father went to Britain to aid in the war effort.