I think, if we want to leave out the question mark, we have to switch to an indirect quote (reported speech):

> He asked me what time it is, and ....

Now we have an embedded wh-clause, not an embedded quote. Embedded wh-clauses are not questions.

(One piece of evidence: subject and auxiliary are not inverted, appearing as it is rather than is it.)