This phase II trial studies how well selumetinib works in treating patients with neurofibromatosis type 1 and plexiform neurofibromas (tumors which arise from the nerves) that cannot be removed by surgery (inoperable). Selumetinib may stop the growth of tumor cells by blocking some of the enzymes needed for cell growth.