"Scientists named it dark matter as it did not seem to emit any light"
Actually, when dark matters hit earth’s atmosphere, the annihilation of dark matters with atmosphere emit high energy photos called gamma rays. Physicists can see the those gamma rays by gamma ray telescope. This can be consider as indirect observation.