This study identifies the nature and direction of unprecedented upheavals in the Indian banking sector which is linked to credit market asymmetry. A tail-driven network approach with a mixed sample of banks and firms exhibits the characteristics of the twin-balance-sheet syndrome. We construct the networks with a degree of interconnectedness at different quantiles and identify major systemic risk emitters and receivers. Furthermore, we find a spillover of the riskiness of deep-in-debt firms to banks. Smaller banking institutions evince a greater connection to banks and firms than larger ones. Our results are valuable for policymakers formulating financial stabilization policies and investors considering Indian markets for various opportunities.