$wpdb->delete not working for me

From the codex page:
If omitted, all values in $where will be treated as strings

So try setting $where_format:

  $wpdb->delete(
    $table,
    array(
      'schedule_item_id' => $item->id
    ), 
    array( '%d' )
  );