Apparently there were some attempts to replace kanji with a Latin alphabet during the early Meiji Era, but they never caught on: https://en.wikipedia.org/wiki/Romanization_of_Japanese#As_a_replacement_for_Japanese_writing_system
What would it take for the Japanese language to be romanized in a...