There is no ui-option for this, but it is achievable via Atom config:
"*":
editor:
invisibles:
eol: false
Also you can hide tabs and spaces if you want:
"*":
editor:
invisibles:
eol: false
tab: false
space: false
UPDATE
Atom has been changed since the original answer, and now it has UI to config invisibles: