Cremer established the International Arbitration League in 1870. He initiated an arbitration treaty between Great Britain and the USA. Cremer organized and promoted inter-parliamentary peace conferences, and he was editor of the journal "The Arbitrator". He was the only labor leader in the peace movement and he promoted brotherhood between the working classes in England and France.
Cremer was also one of the founders of the Inter-Parliamentary Union.