A spouse is never a dependent. You just file a joint return as usual and you both get an exemption. It does not matter if one spouse had no income to report.
**Disclaimer: This post is for discussion purposes only and is NOT tax advice. The author takes no responsibility for the accuracy of any information in this post.**