If you want to display icons only, you would select the icons for each tab and clear the texts in the label fields. Now even though the label fields cleared, the component still shows the labels and if you add like a space into those fields then those labels from the component disappears leaving only the icons.
This should be fixed now, after clearing the text labels from the component settings then only the icons display! (no need to add any spaces)