This is a 12 month randomized, placebo controlled study enrolling HIV-infected individuals with no known history of cardiovascular disease. Eplerenone is a mineralocorticoid receptor antagonist, which can block aldosterone activation. This medication is approved by the FDA for high blood pressure and heart failure. This study aims to investigate the effect of eplerenone on other measures of cardiovascular disease in HIV. Using PET, MRI, and CT imaging technology, this study will evaluate whether eplerenone can improve coronary flow reserve and myocardial inflammation/fibrosis, in addition to atherosclerotic plaque build-up among the HIV population. The study also includes teaching on lifestyle modification to promote a healthy diet and exercise program.There are 3 overnight visits in addition to safety visits.