The best stuff for delicate work like this is a eco-friendly paint stripper made by Eco Solutions:
https://www.diydoctor.org.uk/DIY-superst ... litre.html
It is water based, yet is as powerful as the toxic strippers, so you can be sure that it will not harm your baby when you put in into the cot when the time comes.