var person = new Person();
person.ID = someID;

using (var context = new DataContext(connString))
{
    context.Persons.Attach(person,false); //attach is as unmodified
    context.Persons.DeleteOnSubmit(person); //remove it
    context.SubmitChanges(); //submit changes to db
}