I am pretty sure that my problem has already discussed, but I didn't find. So, the question is how to prove that two commuting operators have a common eigenvector.
The first note is following: Let $A$ be the operator such that $Av = \lambda v$ (we are considering algebraically closed case, so such $v$ surely exists). Then $ABv = BAv = \lambda Bv$, so $Bv$ is eigenvector of $A$ with eigenvalue $\lambda$ as well. But I am not sure, what to do next.