Delete URL history in Google Chrome

 Delete URL history in Google Chrome - Super User

I found the answer from here:

1. Type part of the URL, so it shows up in your suggestions.
2. Use the arrow keys to move to it.
3. Press Shift+Delete (for Mac, press fn+Shift+delete) to remove the link.