I'm not sure if anti-matter is real or fake, but I remember watching a very fascinating cosmology lecture that explained one of the reasons why scientists came up with the idea - I can search out the link if you're interested.
You are probably confusing antimatter with dark matter or dark energy. Antimatter is not some idea scientists invented to fix a theory: it has been observed, produced and even has normal life applications like PET scan.