Background Men's involvement in antenatal care is critical for the family's overall well-being, yet remains low in many low-income and middle-income countries. The goal of this study was to consolidate and synthesize currently available literature on men's experiences of antenatal care services in low-income and middle-income countries. Methods PubMed, CINAHL, Embase, PsycINFO, and Scopus were searched through December 2020. Qualitative studies were included exploring the antenatal care experiences of men whose pregnant partners utilized antenatal care services, regardless of ethnicity, race, and education levels. Studies examining men's participation in antenatal care that specifically focused on certain conditions such as the human immunodeficiency virus, known pregnancy complications, as well as contraception/fertility treatment, were excluded. Quality appraisal of the included studies was conducted using the Critical Appraisal Skills Program checklist, and Sandelowski and Barroso's two-step approach was used to meta-summarize and meta-synthesize the extracted data. Results Four themes were derived from the 27 studies included: (a) Factors enabling men's participation in antenatal care; (b) Barriers affecting men's participation in antenatal care; (c) Men's self-perceived care roles; and (d) Recommendations to improve men's involvement. Conclusions Men's involvement in antenatal care depended on community perceptions, traditional gender roles, and work commitments. Although men often regarded antenatal care services as exclusive to women, some expressed their willingness to participate. Current findings highlight the need for community educational programs, male role models, and training of healthcare providers to improve men's participation.