Whitmore was the son of Thomas Whitmore of Apley Park near Bridgnorth and his wife Catherine Thomasson, daughter of Thomas Thomasson of York. His father was Member of Parliament (MP) for Bridgnorth from 1806 to 1831. Whitmore was educated at Christ Church, Oxford. He was a Deputy Lieutenant and J.P. for Shropshire.
