Paul was born in South Paris, Maine and spent his early days in Norway, Maine before moving to Laconia, New Hampshire, where his father owned a general store. The family consisted of his father Howard Otis DeCoster and mother Rama (nee Judd) and sister Carol (later Innes). He excelled academically, particularly in debate, and participated in sports before receiving a full scholarship to attend Yale University in New Haven, Connecticut.