We know that bats are blind because there have been a series of tests performed to establish this. With all the technoligy we have to find out if humans are blind why would'nt we know......?
I remember hearing that this phrase was something of a fallacy and that bats actually have reasonable eyesight (although not as good as ours). The fact that they navigate by sonar has led people to underestimate their visual skills.