Asad Ali Juna gave Tanzania the lead in the 11th minute which was cancelled by Korea Republic's Shin Sangwhi in the 28th minute.
Korea then surged ahead in the 57th minute through a goal from substiute Joung Sungjune.
Tanzania are leading the table with five points from three matches, while Korea have four points from a win and a draw.