
By convention, a former President has to be provided housing in Delhi if he chooses to reside here. Most of his predecessors have maintained houses in Delhi even if they lived in another city.
Although Kalam has said he wants to take up teaching at the Anna University in Tamil Nadu after leaving Rashtrapati Bhavan, it is unlikely that it will be a full-time job. Hence, a base in Delhi.