No, you cannot run out of oxygen in a basement. Basements are typically well ventilated and air exchange with the outdoors is usually sufficient enough to prevent any issues with oxygen levels.  However, if there is excessive moisture or high levels of airborne particles present, it can reduce breathability and make it harder to breathe in the area. Investing in an air purifier may be helpful for reducing these levels.