The purpose of this study is to evaluate the safety and efficacy of two INCB050465 treatment regimens in participants diagnosed with relapsed or refractory marginal zone lymphoma (MZL) who are naive to or were previously treated with a Bruton's tyrosine kinase (BTK) inhibitor.