In atomically thin semiconductors, localized exciton (X-L) coupled to light provides a new class of optical sources for potential applications in quantum communication. However, in most studies, X-L photoluminescence (PL) from crystal defects has mainly been observed in cryogenic conditions because of their sub-wavelength emission region and low quantum yield at room temperature. Hybrid-modality of cavity-spectroscopy to induce and probe the X-L emissions at the nanoscale in atomically thin semiconductors is presented. By placing a WSe2 monolayer on the two extremely sharp Au tips in a bowtie antenna with a radius of curvature of <1 nm, tensile strain of approximate to 0.3% is effectively induced in a L states. The Au tip then approaches the strained crystal region to enhance the X-L emissions and probe them with tip-enhanced photoluminescence (TEPL) spectroscopy at room temperature. Through this triple-sharp-tips cavity-spectroscopy with <15 nm spatial resolution, TEPL enhancement as high as approximate to 4.0 x 10(4) by the Purcell effect is achieved, and peak energy shifts of X-L up to approximate to 40 meV are observed. This approach combining nano-cavity and -spectroscopy provides a systematic way to induce and probe the radiative emission of localized excitons in 2D semiconductors offering new strategies for dynamic quantum nano-optical devices.