Did you taste it? If it tasted like miso you made the wrong kit. :facepalm:
Mold A simple case of mold.
Cure: Mold can usually be just skimmed off with no lasting effect on the beer's flavor. Withdraw a sample of the wort with a siphon or turkey baster and taste it. If it tastes foul then...