Quantum　dialogue　(QD)　is　a　two-way　quantum　secure　direct　communication.　Traditional　QD　protocols　rely　on　transmitting　photons　through　a　quantum　channel,　which　can　introduce　vulnerabilities.　This　paper　presents　a　counterfactual　controlled　QD　protocol　based　on　entanglement　swapping.　By　employing　counterfactual　quantum　entanglement　generation,　the　protocol　facilitates　controlled　QD　without　requiring　physical　particle　transfer　or　prior　entanglement　between　remote　participants.　This　approach　significantly　enhances　the　security　of　QD　methods,　providing　robust　resistance　against　all　possible　channel-based　attacks　and　ensuring　theoretical　security.