\Levels of progesterone, an endogenous female hormone, increase after ovulation; progesterone is crucial in the luteal phase to maintain successful pregnancy and prevent early miscarriage. Both endogenous and exogenous progesterone are recycled between the liver and gut; thus, the gut microbiota regulate host progesterone levels by inhibiting enterohepatic progesterone circulation. Our data indicated Clostridium innocuum as a major species involved in gut progesterone metabolism in women with infertility. C. innocuum converts progesterone into the neurosteroid epipregnanolone (with negligible progestogenic activity). We purified and characterized the corresponding enzyme, namely NADPH-dependent 5β-dihydroprogesterone reductase, which is highly oxygen sensitive and whose corresponding genes are prevalent in C. innocuum. Moreover, C. innocuum–administered female C57BL/6 mice (aged 7 weeks) exhibited decreased plasma progesterone levels (~35%). Clostridium-specific antibiotics (metronidazole) restored low plasma progesterone levels in these mice. Furthermore, prolonged C. innocuum administration (12 weeks) arrested ovarian follicular development in female mice. Cytological and histological analyses indicated that C. innocuum may cause luteal phase insufficiency and affect menstrual regularity. Our findings suggest C. innocuum as a causal factor of progesterone resistance in women taking progesterone.