使用双JOIN.

SELECT id
FROM blogPosts p
INNER JOIN blogPostToTags pt1 ON pt1.id = p.id
INNER JOIN blogPostToTags pt2 ON pt2.id = p.id
WHERE pt1.tagId = 1 AND pt2.tagId = 2;