During the war, Tyrmand was a resistance fighter in Poland. In spring 1941 he was arrested by the NKVD secret police in Vilnius and sentenced to 8 years in prison. However, he managed to escape from a bombed train after the German invasion of the Soviet Union in June of that year. Tyrmand escaped from Russia to later return to Vilnius, identifying as a French citizen.