A good way of knowing if you can, for example, place a torch:
The cursor is context sensitive. If you get close to a wall and move your cursor close to it(While you have a torch in hand) the Torch icon will show up by the cursor.
And like Laughing_Man said, left click to place stuff. Q to drop it.
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