The second book of a two book series called "The Astonishing Adventure of the Barsac Mission" about a group of Frenchmen & an Englishwoman traveling in Africa who're captured by a leader of a criminal group who have a secret oasis city in the desert.
What do You think about The City In The Sahara (1976)?