The invention relates to chimeric antigen receptors (CAR) with a humanized targeting domain specific to the antigen ROR1. The invention encompasses the polynucleotides, vectors encoding said CARs and the isolated cells expressing them at their surface, in particularly for their use in immunotherapy.