There are a lot of subsidies for Japanese rice growers too but I think this is primarily because without them they would not be competitive with American imports.
Also, the issue of US rice exports was one of the biggest stumbling blocks for US-Japanese TPP negotiations, so I don't think Japanese rice producers believe Japanese people will not eat medium-grain rice.