In this health facility based study, the burden of under nutrition was high. Lowest wealth quintiles, low dietary diversity scores, being anemic and low education of the pregnant women and her partner were associated with under nutrition. Therefore, counseling for dietary diversity during antenatal care, health promotion and education for pregnant women and empowering women on income generation activities are a key intervention to tackle under nutrition.