This study investigates the effect of vegetation on cumulus cloud fields. Formation and growth of cumulus cloud fields are simulated using Colorado State University Regional Atmospheric Modeling System (CSU RAMS) for variety of atmospheric and surface conditions. A large banana plantation in Costa Rica which is surrounded by forests is used as a specific study area. Satellite data shows this deforested area having far less cumulus cloud activity than neighboring forested regions. Also changes in cloud cover, cloud base and top height are found as clouds advect from forested into deforested areas. There is a transition zone over which cloud field properties change when they are advected over sharp forest/agricultural boundaries. Sensitivity studies show that the presence of forest causes the earlier onset of convection, and vigor of convection is higher over forested areas compared to deforested areas. For extreme cases, the RAMS simulations show differences of up to 800m in cloud thickness, 1.5gm/kg in liquid water content and 2kg/m2 in liquid water path when surface is changed from evergreen forest to grassland.