For one: Japan has no natural resources. Fuel for power must be imported. Materials for solar panels (or the panels themselves) must be imported. Nuclear is by far one of the most efficient /and/ effective forms of power generation humanity currently has.
For two: Fukushima was a result of human incompetence, nothing to do with the reactor itself or nuclear technology thereof. The meltdowns at Fukushima #1 could have been completely avoided had the government of the time not been a bunch of worthless fools (hint: TEPCO wanted to scuttle the reactors before they melted down).
For third: Japan needs power /today/, not tomorrow. Even assuming a transition to non-nuclear forms of power, that will not happen overnight. Using nuclear power is a concern of practical necessity.
For fourth: Nuclear fearmongering is patently ridiculous. Nuclear power plants are not atomic bombs, for crying out loud. The same people who cry their hearts out about radiation proceed to fly on airliners and eat bananas. The answer to nuclear fearmongering is not shunning nuclear technology, it's to teach and bring more awareness about what nuclear technology is.