Check to see if it is listed in the Outliner. If it is, click on it's entry. If it still won't highlight, check to see if the arrow icon is toggled. Click it to make sure it's not greyed out. This indicates whether an item is selectable.
If the Cursor Icon is not displayed, expand the Restriction Toggles by clicking on the sieve icon in the top right of the outliner and enable it.