Long blood circulation in vivo remains a challenge to dual-drug-loaded nanocarriers for synergistic chemotherapy. Herein, a novel strategy to prepare lollipop-like dual-drug-loaded nanoparticles (DOX-PDAgossypol NPs) is developed based on the self-assembly of gossypol, doxorubicin (DOX), and polydopamine (PDA) via π-π stacking. Dopamine polymerizes to PDA and fills the gaps between the gossypol and DOX molecules to form the super compact long-circulating nanoparticles. The DOX-PDA-gossypol NPs show a suitable particle size of 59.6 ± 9.6 nm, high drug loading of 91%, superb stability, high maximum-tolerated dose (MTD) of over 60 mg kg -1 , and negligible toxicity. These NPs also exhibit pH-dependent drug release and low combination index (0.23). Notably, they show dramatically ultralong blood circulation (>192 h) with elimination half times 458-fold and 258-fold longer than that of free DOX and free gossypol, respectively. These values are markedly higher than most of the reported results. Therefore, the DOX-PDA-gossypol NPs have a high tumor accumulation of 12% remaining on the 8th day postinjection. This characteristic contributes to the excellent tumor comprehensive synergistic therapeutic efficacy (TIR > 90%) with low administration dosage and is benefitted for widening the drug therapeutic window. Thus, the proposed strategy has remarkable potential for tumor synergistic therapy.The ORCID identification number(s) for the author(s) of this article can be found under https://doi.org/10.1002/adfm.201805582. Recent studies have developed various methods to prolong the blood circulation of NCS. These methods mainly include the surface modification of hydrophilic polymers or nonionic Tumor Therapy