Barbarossa takes the cake - Hitler knew Napoleon's fate yet still froze his army to death chasing ghosts in Russia.
Nah, Napoleon's blunder is worse. He marched his legendary army into a burning Moscow and literally just sat there waiting for a surrender, losing 90% of his men to pure ego.