Ford's office and lawyer could not immediately be reach to comment on the report.
The newspaper said Ford's decision comes after it obtained a new audio recording of Ford ranting and swearing in a Toronto area bar.
Ford said he wants to "deal with his issues" but is being urged to not leave the mayoral race by people around him and plans to stay on the ballot, the story says.