Hi,
While there is no configuration support to hide the icon, it can be done with a small bit if CSS added to the Project Center page (in a content editor web part):
<style type="text/css">
#Ribbon\.ContextualTabs\.ProjectCenter\.Home\.Apps {
display: none;
}
</style>