Wastewater is often discharged to natural water bodies through an open channel as well as used by marginal farmers to irrigate the agricultural fields, particularly in sub-urban areas of developing countries. In the present study, the samples of irrigation water, soil, vegetables (i.e., palak; Beta vulgaris L. var All green H1, radish; Raphanus sativus L., garlic; Allium sativum L., cabbage; Brassica oleracea L. var. capitata, brinjal; Solanum melongena L.) and crops (i.e., paddy; Oryza sativa L. and wheat; Triticum aestivum L.) were collected from the agricultural areas receiving untreated wastewater from a carpet industrial and residential areas since a decade. The contents of Cd, Cr, Cu, Ni, and Zn in the filtrates of water, soil, and crops were determined using an Atomic Absorption Spectrophotometer (Perkin-Elmer AAnalyst 800, USA). Daily intake, hazardous quotient and heavy metal pollution index were computed to assess the health risk associated with consumption of heavy metal contaminated crops. The mean concentrations of Cd and Zn in B. vulgaris (5.35 µg g-1 dw and 58.41 µg g-1 dw, respectively) and Cr, Cu, and Ni in grains of T. aestivum (16.02 µg g-1 dw, 27.97 µg g-1 dw and 40.74 µg g-1 dw, respectively) were found highest and had exceeded the Indian safety limit. Daily intake of Cu, Ni, and Cr via consumption of tested cereal crops was found higher than the vegetables. The health quotient revealed that health of local residents is more linked to vegetables than cereal crops. The present findings may be helpful to the policymakers and regulatory authorities to modify the existing policy of wastewater uses in the agriculture and disposal to the natural water bodies. The regular monitoring of heavy metals in the wastewater should also be ensured by the regulatory authorities for their safe disposal to natural water bodies/agriculture in order to reduce the human health risk associated with the degree of heavy metal contaminated suburban food systems.