It's not as if Democrats don't also throw plenty of bones to farmers.
Even if the farmers themselves are likely to be relatively conservative, they're such a politically sympathetic group that no one wants to be seen as "going after hard-working real American farmers!". Things like the Iowa caucuses playing a huge role in national politics don't help either (although the Dems have thankfully killed that).