Open Gmail in Chrome and click the Protocol Handler icon in your browser's address bar. If you don't see this icon, skip ahead to step 3.
A dialogue box will appear.
When prompted to "Allow Gmail to open all email links?", select "Use Gmail," and click "Done." Then you're done! Skip the next steps.