Born on 15 January 1897 in Regensburg, Bavaria, Pemsel entered the Bavarian Army during the First World War in April 1916 as a volunteer. He was assigned to the 11th Reserve Infantry Regiment, with which he saw action at the Western Front. On 30 April 1918 Pemsel was promoted to lieutenant.