From the Home screen, tap the Contacts icon 
 to open
your contact list.
Tap the Favorites tab 
 (at the top of the screen), then
tap a contact to view its details.
Tap the yellow star 
 in the upper-right corner of the screen. The star changes to gray
and the contact is removed from your favorites.