Recently fabricated two-dimensional (2D) black phosphorene (BP) is considered to be a promising optoelectronic sheet, but its applications are hindered by the poor stability in air. Thus, it is desirable to investigate other BP-like 2D materials, which may have improved stability, while preserving the exceptional electronic properties of BP. Herein, using an efficient structure search method, we predicted a novel 2D BP-like material, namely, a honeycomb NP sheet (α-NP). Remarkably, its few-layer α-NP sheets possess not only a tunable direct bandgap under in-plane strain but also high mobility (×10 4 cm 2 V −1 s −1 ) and absorption coefficients (×10 5 cm −1 ). These advantageous characteristics endow the α-NP sheets as a very potential 2D material for efficient photovoltaic cell applications, as demonstrate by an estimated photovoltaic efficiency of ∼14%, when its thickness is at ∼1 μm. When combined with 2D MoTe 2 , it can provide a type-II heterojunction solar cell with a conversion efficiency up to ∼16%. We also proposed a feasible strategy for mechanical cleavage to prepare the α-NP sheets from its bulk NP compound. Once prepared, the α-NP sheets may offer superior photovoltaic properties and facilitate the development of solar cells and optoelectronic devices.C onverting solar energy into electrical power using semiconductor materials is very promising to satisfy the ever-increasing demand for renewable energy. 1,2 Many bulk inorganic semiconductor materials, such as Si, GaAs, CdTe, 3−6 and conjugated polymers, 7−9 have been utilized, with varying degrees, as solar energy convertors. Compared with these traditional bulk semiconductor materials, two-dimensional (2D) semiconductors offer a promising alternative for the feasible construction of ultrathin solar cells with high conversion efficiency and flexibility. 10 Such 2D semiconductor materials typically have large contact areas for optical absorption, which could be straightforwardly engi-