Excelsior Amusement Park. Excelsior Amusement Park was an Amusement Park located on Lake Minnetonka in the town of Excelsior, Minnesota. The park, which operated from 1925 to 1973, was a popular destination for company picnics and day trips from the Twin Cities. Contents.