The Caramoor Summer Music Festival is a music festival Social_event founded Creating in 1945 that is held Hold on the estate of the Caramoor Center for Music and the Arts , which includes Cause_to_be_included a Mediterranean-style stucco villa and is located about north of New York City in Katonah , New York .