"Breaking News", "Monster" and "Keep Your Head Up" appear in the "Michael" compilation, released in 2010, a year and a half after the American superstar died of cardiac arrest.
Some fans claim that the vocals on these tracks actually belong to American singer Jason Malachi, which Sony denies.
The record company and rights holders said they decided to take the songs down because it was "the easiest and best way to leave the debate around this song behind us, for good".
This decision has nothing to do with the authenticity of these titles, they assured in a joint press release.
The other seven titles of the compilation remain available.
"Michael" was billed as an album featuring previously unreleased songs, which the pop icon reportedly worked on in 2007.
But some of his die-hard fans, and even family members, had expressed their doubts, forcing Sony to defend the voice's authenticity.
According to TMZ, Jason Malachi acknowledged the facts in a 2011 Facebook post - his manager later claimed the post was faked.
© 2022 AFP