It means lack or decrease of oxygen in the cells. It means lack of oxygen for proper breathing.
In biology it is the "abnormal reduction of oxygen in cells" that can cause their death. It is formed by the prefix hypo- ("underneath, reduction") and the oxy component (for "oxygen").