The Socio-economic vulnerabilities of the marginalized are spiralling out of control by the imprudent Social Distancing measures. Prime Minister Narendra Modi’s sudden announcement of a 21-day nationwide lockdown has taken a serious toll on the vulnerable sections of the society. Disturbing visuals of the exodus of migrant workers from the metro cities to their home states caught the BJP government off guard. The Modi government had barely thought through the impact of a national lockdown equipped with strict social distancing measures. While the social distancing measures are effective ways to slow the community transmission of coronavirus pandemic, it is also meant to put large sections of the working class at greater risk. As the chores across the country, "If we don’t die of the coronavirus, we will die of hunger" already started growing among the poor migrant labourers and unstable contract workers amidst safe distancing policies, the whole idea of social distance may fall through without adequately addressing the livelihood concerns of the have nots of the state. India’s exponential slowdown of the growth has been creating adverse impacts on the per capita incomes of the weaker sections of the society. Hence, a phase-wise roll out of cluster based isolation at an early stage would have prepared India’s poor and destitute to cope with national lockdown effects. The consequences of drastic actions by the Modi government substantially generated social vulnerabilities and gave birth to ethical concerns that reinforce the process of otherness on the economically marginal classes. Now there is a growing need for social safeguarding to secure the livelihoods.