Yeboah, 62, is said to have died while receiving treatment at the Komfo Anokye Teaching Hospital (KATH) in Kumasi on Friday night.
He has been in Parliament since 2004 until he was defeated in the NPP parliamentary primary by 26-year-old Mavis Nkansah Boadu who is the current Member of Parliament (MP) for the area.