Minecraft wiki entry for Combat, associated text: Emptying a bucket of water on the ground will hurt the enderman without it becoming hostile to the player, though it will teleport away. All types of swords are effective against one, though wood, stone, and gold swords may not deal enough damage to kill the enderman before it kills the player. Cacti will also damage endermen, so a wall of cacti also help them against endermen.