Pros - less equipment, less energy, more natural (if you're in to that sort of thing), more food in the water column to feed the filter feeders/corals.
Cons - more water changes required, potentially less clean water, potential for algae outbreaks.
It all depends on what form of filtration you replace the skimmer with. It can be done, many do it skimmer-less.