Introduction Cancer clinical trials represent the “gold standard” for advancing novel cancer therapies. Optimizing trial participation is critical to ensuring the generalizability of findings across patients, yet trial enrollment rates, particularly among minority and socioeconomically disadvantaged populations, remain suboptimal. Methods We conducted in-depth interviews with oncologists at a large academic medical center to explore their (1) attitudes and perceived barriers to offering clinical trials to minority and socioeconomically disadvantaged patients, and (2) recommendations for improving the enrollment of minority and socioeconomically disadvantaged patients in cancer clinical trials. Results Of 23 medical oncologists approached, 17 enrolled (74% response rate; mean age = 47; female = 42%; White = 67%). Content analysis revealed several barriers to enrollment: (1) ethical dilemmas; (2) ambivalence about trial risks and benefits; and (3) concern about patient well-being. Concerns about the legitimacy of informed consent, perceived lack of equipoise, and fear of personal bias influenced clinicians’ decisions to recommend trials during treatment discussions. Concerns about creating an imbalance between trial risks and benefits among patients with high-level needs, including patients with literacy, psychiatric, and other socioeconomic vulnerabilities, impacted clinicians’ enthusiasm to engage in trial discussions. Clinicians identified patient, provider, and system-level solutions to address challenges, including increasing patient and clinician support as well as involving external personnel to support trial enrollment. Conclusion Findings reveal multi-level barriers to offering cancer clinical trials to underrepresented patients. Targeted solutions, including system level changes to support clinicians, patient financial support, and implementation of clinical trial navigation programs were recommended to help reduce access barriers and increase enrollment of underrepresented patients into cancer clinical trials.