INNER JOIN for taxonomy term

I have a very simple view, which returns a list of a node's taxonomy terms. It generates a folowing query:

SELECT
  term_data.tid AS term_data_tid,
  term_data.name AS term_data_name,
  term_data.vid AS term_data_vid
FROM drupal_node node
LEFT JOIN drupal_term_node term_node ON node.vid = term_node.vid
LEFT JOIN drupal_term_data term_data ON term_node.tid = term_data.tid
WHERE node.nid = 107

The problem is that it returns 1 empty row (NULL, NULL, NULL) for nodes without taxonomy terms. I guess that LEFT JOINs should be replaced with INNER JOINs.

How to fix it?

Thanks.