Access the bookmarks sidebar by swiping right from the left edge of the screen, or by tapping the bookmark icon on the URL bar.  

Tap “Edit”.

Tap the red delete icon to the left of the bookmark you want to delete, and confirm by tapping “Delete”.

Tap “Done” when you are done deleting bookmarks.