From the left navigation go to Events > Resources > select the "Rooms" tab >The list of rooms will appear in the table. Open the drop-down menu at the end of the row containing the room you want to delete and select "Delete." 

A confirmation message will appear making sure you want to delete this room. 

You can also do this while viewing the room details by selecting "Delete" from the "Actions" menu.