In late September 1961, wanted for his participation in the putsch, for his support of the Organisation armée secrète and for offending the head of state, de Gaulle, Ferré was stopped and brought to La Santé Prison, where he began a hunger strike.
On returning to France, Ferré got back with his old friends from C'est-à-dire.