The relevant function is org-fontify-meta-lines-and-blocks-1.
It may be a simple matter of changing the logic a bit and adding (add-face-text-property bol-after-beginline beg-of-endline 'org-block t).
Afaict, the org-block face isn't applied to special blocks. Its
documentation implies it applies to any block.
