Get a shield and keep walking towards them. They will either panic and switch to a sword OR keep shooting. If they keep shooting, place tnt.
Or, you know, Enderpearl because now they're available in Normal as well.
Bonus Fact:
Keep your shield up and let them continue to shoot you while your...