"Perfect random" by itself does not really mean anything. "Perfect random uniform" would mean that every number the generator produces independently has probability $1/10$ to be any of those 10 digits. Usually, if unspecified, distributions are usually understood to be uniform, though. (Just like we generally assume coins and dice in probability thought experiments to be fair.)
Of course, if we produce more numbers the chances of any one number appearing go up; for example, the probability of a 1 with two generated numbers is $19/100$. But for each number generated taken on its own, the probability is still $1/10$, so even if you generate two numbers, the probability of the second one being a $1$ is still $1/10$, no matter what value the first number had.