This problem is wide open. It is conjectured that every irrational algebraic number is absolutely normal (i.e. in every base, digits appear asymptoticaly with the same density). However, it is not even known whether there is any algebraic irrational with some three digits appearing infinitely many times in any base! Hence, to the best of our knowledge, every irrational algebraic number could eventually have only zeroes and ones in every base.
Edit way too many years later: the situation is bad but not nearly as bad as my comment above describes. It is definitely not the case that it could happen for all algebraic irrationals (e.g. as Elliot points out in a comment, it obviously can't happen for both $\sqrt{2}$ and $2\sqrt{2}$!). With a little effort you can also show that $\sqrt{2}+q$ for some rational $q$ has at least $3$ distinct digits appearing infinitely often, but my argument is pretty ad hoc and I don't know the extent to which it has been generalized.
However, for any specific algebraic irrational, our understanding is nearly void - I do think it is consistent with our state of knowledge that for instance $\sqrt{2}$ has, in any integer base, only digits 0 and 1 from some point on.
https://math.stackexchange.com/q/5004475/870236
– Math Admiral Nov 30 '24 at 15:46