The recently claimed discovery of an ultra-diffuse galaxy lacking dark matter has important implications for alternate theories to dark matter as well as models of galaxy formation within the ΛCDM context. In this letter, we present a deep Giant Metrewave Radio Telescope (GMRT) search for atomic hydrogen in this ultra-diffuse galaxy, NGC1052-DF2. We report a non-detection of the HI21cm transition from the galaxy and place a stringent upper-limit on the HI mass of the galaxy - MHI<3.15×106(ΔV/20km/s)1/2M⊙(3σ). This makes NGC1052-DF2 an extremely gas poor galaxy with an atomic gas to stellar mass fraction of MHI/M∗<0.016(ΔV/20km/s)1/2(3σ). Such low gas fractions are typical of dwarf ellipticals in dense environments and would be consistent with NGC1052-DF2 having undergone a tidal stripping event which can also explain its apparent lack of dark matter.