Invisible Mobs

An invisible skeleton (No Potions) kept shooting me. I switched to peaceful and it was still there. I shot into nothing for 5 minutes until I finally hit it. I was still in peaceful. A creeper also was chasing me, so I switch to peaceful and about 10 seconds later I hear a hiss and an explosion.