Encapsulation of hydrophobic agents with nanocarriers is challenging. Therefore, we have sought to use nanoscale artificial oil bodies (NOBs) as an alternative delivery carrier. To constitute NOBs, caleosin (Cal), a structural protein of plant seed oil bodies, was first fused with ZH2 (Cal-ZH2). ZH2 is a bivalent anti-HER2/neu affibody with a high affinity towards the HER2/neu receptor. After overproduction in Escherichia coli, insoluble Cal-ZH2 was isolated and used to assemble NOBs in one step. Consequently, resulting NOBs had a zeta potential around -49 mV and ranged in size from 150 to 200 nm. Upon loading with a hydrophobic fluorescence dye, NOBs were found to be selectively internalized into HER2/neu-positive tumor cells. Further analyses showed that more than 90% cells were invaded by dye-loaded NOBs and the cargo dye was released in cells with time. In addition, the in vitro assay revealed the release of the dye from NOBs in a slow and prolong manner. Overall, these results indicate the potential of Cal-based NOBs as a delivery vehicle.