As mentioned above.
Also, regular water contains salts and corrosives.
The heat from the iron's tip makes these attacked the metal.
The damp sponge soon has enough buildup to make the concentrations very high.
Distilled water is only water, no salts . . .
No dissolved salts will mix with your melted solder connections.
Your sponge will last longer also.