We report the anisotropic magneto-transport measurement on a non-compound band semiconductor black phosphorus (BP) with magnetic field B up to 16 Tesla applied in both perpendicular and parallel to electric current I under hydrostatic pressures. The BP undergoes a topological Lifshitz transition from band semiconductor to a zero-gap Dirac semimetal state, characterized by a weak localization-weak antilocaliation transition at low magnetic fields and the emergence of a nontrivial Berry Phase of π detected by SdH magneto-oscillations in magnetoresistance curves. In the transition region, we observe a pressure-dependent negative MR only in the B I configuration. This negative longitudinal MR is attributed to the Adler-Bell-Jackiw anomaly (topological E · B term) in the presence of weak antilocalization corrections.PACS numbers: 74.20. Rp, 74.25.Ha, 74.70.Dd More recently a new kind of topological materials termed Dirac or Weyl semimetal, three-dimensional (3D) analogs of two-dimensional graphene, has been intensively investigated both theoretically and experimentally in that Dirac or Weyl semimetal is a phase of matter that provides a solid state realization of chiral Weyl fermions [1][2][3][4][5][6][7][8]. Most of its unique physics is a consequence of chiral anomaly, namely non-conservation of the number of quasiparticles of a given chirality. This extraordinary property is notably characterised by a large and strongly anisotropic negative magneto-resistance (MR) which exists in the case when the electric and magnetic fields are collinearly aligned. Indeed, following the theoretical prediction, the chiral anomaly-induced negative MR has been notably realized in Dirac semimetal Cd 3 As 2 [9,10] Recently the narrow band-gap semiconductor, black phosphorus (BP), has been revived owing to the realization of mono-layered crystalline structure (phosphorene) and the exhibition of promising carrier mobilities, possible a new candidate for next-generation electronic and spintronic devices [20][21][22][23][24]. Fundamentally, BP has a relatively low band gap which can be further reduced by increasing the interlayer coupling. As its counterparts, slight change in the crystal structure thus strongly modifies the band gap of BP [25,26]. In particular, first-principle calculation predicts that BP posses a unique band structure, whose dispersion is nearly linear along the armchair direction [27,28]. Recent photoemission and magneto-transport measurements appear to support the theoretical prediction that bulk BP host 3D Dirac semimetal phase [29,30]. Therefore, in such Dirac semimetal of BP, there is strong interest in whether the chiral anomaly can be detected as a negative contribution to the longitudinal MR. In this paper we apply a moderate hydrostatic pressure to drive bulk BP into a semimetallic state. By anisotropic magnetoresistance measurements we observe a large negative MR only in the presence of electric and magnetic fields aligned collinearly. This negative longitudinal MR is attributed to the Adler-Bell-Jackiw ...