The overthrow of President Alpha Conde in Guinea capped a steady slide from grace for the veteran opposition leader and human rights professor whom critics say failed to live up to pledges to deliver democratic restoration and ethnic reconciliation.

It was not entirely clear what had precipitated the army’s move on Sunday against the 83-year-old Conde. A special forces commander said in a televised address that “poverty and endemic corruption” had driven his troops to act...