Delete Url from Google Chrome Autocomplete

To delete a specific URL from Google Chrome autocomplete list, you have to select the desired URL (by pressing up and down) and press: Shift + Delete

When you use macOS and there is no Delete button, you have to press Shift + FN + Backspace instead.