The actual cleanup of oil spill and chemical leakage is usually implemented in harsh environments, thus oil absorbents possessing excellent environmental suitability are urgently required for high-efficiency oil/water separation. Herein, a novel three-dimensional porous polyvinylidene fluoride (PVDF) monolith with multi-environmental tolerance was facilely prepared via thermally impacted nonsolvent-induced phase separation method. In view of its unique pore structure and low surface energy, the PVDF monolith owned super-hydrophobicity (water contact angle = 154°) and super-oleophilicity (oil contact angle = 0°) without any modification. As an oil absorbent, the porous monolith exhibited outstanding oil/water separation performance for various oils/organic solvents, such as preeminent separation efficiency, high saturation absorption capacity (21.3 g g−1) and rapid absorption speed (reaching saturation state within 15 s). More importantly, the monolith revealed stable and prominent oil/water separation capability under harsh conditions involving intense ultraviolet radiation (72 h), rapidly alternating temperature (−20 to 65 °C), extreme pH, oil-water emulsion, strongly turbulent water, suspended solids (sand and tea leaf). It is worth noting that the monolith was capable of continuously and efficiently separating oil/organic solvent from water by a simple pump-assisted system (soybean oil flux reached 3520 L m−2 h−1 at 0.06 MPa). A small piece of PVDF monolith (0.132 g) was able to continuously separate at least 16,000 times its own weight of soybean oil and could be reused for 5 cycles. Based on the superior environmental suitability and continuous oil/water separation capability, the porous PVDF monolith has a tremendous potential to clean up large-scale oil contaminants in leakage accidents.