Landry, Minsky, and Taylor introduced an invariant of veering triangulations called the taut polynomial. Via a connection between veering triangulations and pseudo-Anosov flows, it generalizes the Teichmüller polynomial of a fibered face of the Thurston norm ball to (some) non-fibered faces. We construct a sequence of veering triangulations, with the number of tetrahedra tending to infinity, whose taut polynomials vanish. These veering triangulations encode non-circular Anosov flows transverse to tori. Contents 1. Introduction 1 2. Veering triangulations, the taut polynomial, and vertical surgeries 3 3. Sequence of veering triangulations with a vanishing taut polynomial 12 References 24 Appendix A. The Jacobian of (3.7) 25