Hide/Remove the Recycle Bin link

Add a Content Editor Web Part with following text in Source editor.
<style>
#ctl00_PlaceHolderLeftNavBar_idNavLinkRecycleBin
{
Visibility:hidden;
}
</style>

Set hidden =true for this web part