Since transition metal dichalcogenide (TMD) semiconductors are found as 2D van der Waals materials with a discrete energy bandgap, many 2D-like thin field effect transistors (FETs) and PN diodes are reported as prototype electrical and optoelectronic devices. As a potential application of display electronics, transparent 2D FET devices are also reported recently. Such transparent 2D FETs are very few in report, yet no p-type channel 2D-like FETs are seen. Here, 2D-like thin transparent p-channel MoTe 2 FETs with oxygen (O 2 ) plasma-induced MoO x /Pt/indium-tin-oxide (ITO) contact are reported for the first time. For source/drain contact, 60 s short O 2 plasma and ultrathin Pt-deposition processes on MoTe 2 surface are sequentially introduced before ITO thin film deposition and patterning. As a result, almost transparent 2D FETs are obtained with a decent mobility of ≈5 cm 2 V −1 s −1 , a high ON/OFF current ratio of ≈10 5 , and 70% transmittance. In particular, for normal MoTe 2 FETs without ITO, O 2 plasma process greatly improves the hole injection efficiency and device mobility (≈60 cm 2 V −1 s −1 ), introducing ultrathin MoO x between Pt source/drain and MoTe 2 . As a final device application, a photovoltaic current modulator, where the transparent FET stably operates as gated by photovoltaic effects, is integrated.