Groove25,
Looks like I had chosen the "Rounded Rectangle" rather than the "Rectangle" shape and the rounded rectangle's roundness can only be changed using the yellow diamond grips and not from the properties panel. But your reply was helpful too. Because I noticed clicking on that double arrow icon changes the extent of the available options in the properties panel.
North America
Europe, Middle East and Africa
Asia Pacific