James Coghlan, 63, was last seen fishing at Montgomery Park in Folcroft.
The family says the army veteran suffers from seizures.
They also say someone returned his tackle box outside his home that contained his ID, although the fishing pole was missing.
Anyone with information is asked to call Folcroft Police.
