Classical swine fever virus (CSFV) is the etiological agent of classical swine fever, a highly contagious disease that causes significant economic losses to the swine industry. Systemic prophylactic immunization with the live attenuated vaccine, the C-strain vaccine, is one of the effective measures for CSF control. However, one of the limitations of the C-strain vaccine is that the field strains-infected animals cannot be differentiated from the C-strain vaccinated herds by serological tests (DIVA). This constraint hampers the practical usage of the C-strain vaccine to eradicate the CSF in China. In the current study, a novel CSF modified live marker vaccine candidate was constructed based on the attenuation of the prevalent 2.1 genotype strain by the deletion of two virulence associated functional residues in the CSFV E, H79, and C171. Meanwhile, four residues S14, G22, E24, and E25 were identified specifically for the 6B8 mAb binding to the CSFV E2 as the novel conformational epitope. Then four substitutions of S14K, G22A, E24R, and G25D were further incorporated in the double deletion construct as a negative serological marker. Finally, the double-deletion marker MLV candidate GD18-ddErnHC-KARD was rescued, and its safety and efficacy profiles were evaluated in piglets. The safety study results indicated that the candidate did not induce fever, clinical signs, or pathological lesions with a high dose of 10 TCID, and in addition, no virus shedding was detected until 21 days post-inoculation. Meanwhile, the efficacy study results demonstrated that at a low dose of 10 TCID, it conferred complete clinical protection and no virus shedding was detected after the challenge with a highly virulent Shimen strain. Importantly, the infected animals were differentiated using the accompanied DIVA ELISA. These results constitute a proof-of-concept for rationally designing a CSF antigenically marked modified live vaccine candidate.