The new owner, Dukes Education, wants to transform the Grade II listed building into an Upper School for nearby Radnor House.
Kneller Hall was previously the home of the Royal Military School of Music.
Richmond Council says the development will need to make “a positive contribution” to Whitton and respect Kneller Hall’s history.