Because they're cast in resin and the tools and molds are not used for large production runs like plastic kits. That means they have to spread their production costs over fewer units, increasing the price. They do this because they know their market is small, and they do not want to risk having a lot of inventory they cannot sell.
Occasionally, they'll re-release something, but not often.