To quote rule #10 of Butterick's Practical Typography[1][2]:

Never use un­der­lin­ing, un­less it’s a hyperlink.

[1] http://practicaltypography.com/summary-of-key-rules.html

[2] http://practicaltypography.com/underlining.html