Hitler's Secret Weapons

S1 E3: During the war German Scientists invented a range of remarkable weapons. But the most awe inspiring of all was undoubtedly the long-range rocket known to history as the V-2. Why did Germans spend so much time and effort developing a space age weapon only to arm it with less than one ton of conventional explosives?