A bitter spaghetti sauce can happen a number of ways. First, make sure to use sweet, ripe bell peppers. The better tasting the peppers, the better tasting the sauce. Second, if you heat your sauce for too long, this can cause the herbs and flavors in the sauce to overcook and become bitter. Warm until just heated through, and then remove from heat.