Small interfering RNA (siRNA)‐based gene therapy represents a promising strategy for tumor treatment. Novel gene vectors that can achieve targeted delivery of siRNA to the tumor cells without causing any side effects are urgently needed. To this end, the large amino acid mimicking carbon dots with guanidinium functionalization (LAAM GUA‐CDs) are designed and synthesized by choosing arginine and dopamine hydrochloride as precursors. LAAM GUA‐CDs can load siRNA through the multiple hydrogen bonds between their guanidinium groups and phosphate groups in siRNA. Meanwhile, the amino acid groups at the edges of LAAM GUA‐CDs endow them the capacity to target tumors. After loading siBcl‐2 as a therapeutic agent, LAAM GUA‐CDs/siBcl‐2 has a high tumor inhibition rate of up to 68%, which is twice more than that of commercial Lipofectamine 2000. Furthermore, LAAM GUA‐CDs do not cause side effect during antitumor treatment owing to their high tumor‐targeting ability, thus providing a versatile strategy for tumor‐targeted siRNA delivery and cancer therapy.