And that water has a higher specific heat than air.

I don't think this should matter though? In theory the longer amount of time it would take to cool down would be countered by the length of time the compressor needs to run to cool it down. Unless you factor in some minimum amount of time the compressor runs for, which probably isn't too unreasonable.