The rule about splitting infinitives is that it should be avoided. If you can avoid inserting a word between TO and the verb, you should. Split infinitives are grammatically incorrect which is why you shouldn't use them.
So, to correct this quote, you should do the following:
"To go boldly where no one has gone before."