They're trying to build a radical Muslim state, so they need radical Muslims to support them. Exploding bombs is the best way to get the non-Muslims to turn against all Muslims, who become more likely to radicalize as a result. Moderate people are useless to ISIS and their kind.

At least, that's how I understand ISIS explains it themselves in their promotional material, haven't actually read those myself.