I haven't thought of that. Of course if a password is in a dictionary list then it doesn't matter how many times you changed words. You could keep changing until you come up with "correct horse battery stapler" by chance but that's also going to have zero entropy, but if there are five words instead of four and the fifth one is something nonsensical then that word is still going to carry entropy so that five-word diceware phrase is going to have 12.92 bits of entropy.
The diceware website as we know it is in JavaScript which means it's using whatever random number generator the OS and browser have, so this question really depends on which combination you run Diceware on.