I opened up the bottom back cover, and saw that the water valve assembly was leaking. I ordered a replacement part and watched the appliancepartspros.com video on how to do the replacement.
A repair technician quoted me $390 to do the repair. The part only cost $85 and the repair took a total of 8 minutes to complete.