To unravel the dominant cause of the weak emission line in a subset of optically selected radio-quiet ‘weak emission line quasars’ (WLQs), we have investigated the possibility of an underdeveloped broad line region (BLR). For this, we have modeled spectral energy distributions (SED) of 61 WLQs by using their optical and infrared (IR) photometric observations from SDSS and WISE respectively. SED fit consists of various emission components, including the luminosity from the dusty torus (Ltor). For comparison with the normal quasar, we have used a control sample of 55 QSOs for each WLQs matching in emission redshift and SDSS r-band. Based on our measurement of Ltor, we found a decrement of 42 ± 2% in IR-luminosity in WLQs w.r.t the control sample of normal QSOs. Using Ltor/Lbol as the measure of torus covering factor (CFtor) we found a similar decrement in WLQs covering factor, with their CFtor distribution being significantly different w.r.t. the normal QSOs with a KS-test Pnull of 4.27 × 10−14. As dusty torus and BLR covering factors are expected to be of a similar order in AGN, our results suggest that the BLR in the WLQs is underdeveloped and could be a dominant cause of the weakness of their emission line. As a result, our analysis gives support to the models of WLQs based on the evolution scenario being in an early stage of AGNs.