Aberrant expression of stem-cell-associated genes is a common feature in acute myeloid leukemia (AML) and is linked to leukemic self-renewal and therapy resistance. Using AF10-rearranged leukemia as a prototypical example displaying a recurrent 'stemness' network activated in AML, we screened for chromatin regulators that sustain the aberrant activation of these genes. Deploying a CRISPR-Cas9 screen with a bespoke domain-focused library, we identified members of six distinct chromatin-modifying complexes as regulators of the TALE domain transcription factor MEIS1. CRISPR-droplet sequencing revealed that many of these MEIS1 regulators controlled the transcription of several AML oncogenes. In particular, we identified a role for the chromatin reader SGF29 in the transcription of key AML oncogenes. SGF29 deletion impaired leukemogenesis in models representative of multiple AML subtypes. Thus, our studies reveal a novel role for SGF29 as a non-oncogenic dependency in AML and identify the SGF29 TUDOR domain as an attractive target for drug discovery.