Mr Bush allegedly made the pledge to Kathleen Kennedy Townsend, niece to US ex-President John F Kennedy.
The former president's office has not confirmed the report, with a spokesman saying he was checking.
Mr Bush, who held office from 1989 until 1993, has not endorsed Republican candidate Donald Trump.
