Never use underlining, unless it’s a hyperlink.
[1] http://practicaltypography.com/summary-of-key-rules.html
[2] http://practicaltypography.com/underlining.html
(inb4 "But my use-case is different." Yes it is, but I'm talking about the web in general.)