Starting today, when you go to Gmail in Chrome (open your Gmail in Chrome), a message will appear on top your Gmail page asking “Allow Gmail to open all email links”. Just click ‘Use Gmail’ option.

Now onwards clicking on email links in any application on your computer will open a fresh Gmail compose window. (Via) You can also set other browsers to open in Gmail. Read it here more about it.