To slay a Creeper, start by arming yourself with some form of weapon such as an axe or sword (if playing in Survival mode). Then approach the Creeper slowly until you are close enough that hitting it will cause damage - then attack! Slaying Creepers rewards players with valuable loot like Gunpowder or Flint and Steel.