In near-field heat transfer, phonons contribute more efficiently than photons when heat exchanges between two objects separated by a nanoscale vacuum gap. Recent studies found Casimir heat transfer across a vacuum gap induced by the quantum fluctuations of electromagnetic fields. However, it remains an open question whether phonons can transmit across a vacuum gap without electromagnetic fields.