A significant challenge in bone tissue engineering is the development of 3D constructs serving as scaffolds to fill bone defects, support osteoblasts, and promote bone regeneration. In this paper, highly porous (∼79%) nanostructured diopside/biphasic calcium phosphate (BCP) scaffolds with interconnected porosity were developed using various diopside contents via space holder method. X-ray diffraction (XRD), transmission electron microscopy (TEM) and scanning electron microscopy (SEM) techniques were utilized to evaluate different samples. Furthermore, the effects of scaffold composition on mechanical properties, bioactivity, biodegradability, and cytotoxicity were studied as well. The results showed that the produced scaffolds had an average pore size and density of 200–340 μm and 2.5 ± 0.3–1.8 ± 0.3 gr/cm3, respectively, depending on the diopside content. Besides, increasing the diopside content of scaffolds from 0 to 15 wt% enhanced the bioactivity, biodegradability, and compressive strength from 1.2 ± 0.2 to 3.2 ± 0.3 MPa, respectively. In addition, MTT assay also confirmed that the BCP15 scaffold (containing 15 wt% diopside) significantly promoted cell viability and cell adhesion compared to BCP0 scaffold. Overall, our study suggests that nanostructured diopside/BCP scaffolds with improved biological and mechanical properties could potentially be used for bone tissue engineering application.