The gardens were named after a stream known in colonial times the stream as 'Uncle Aaron Leaming's Run'. They were designed by Jack and Emily Aprill after 1957. In the area around Thomas Leaming House they made an eccentric wetland and woodland garden with dramatic color themes and effects.