Former Punjab DGP Dinkar Gupta on Monday took over as the Director-General of the National Investigation Agency (NIA), an anti-terror probe agency formed after the 26/11 terror attack in Mumbai, relieving CRPF chief Kuldeep Singh of the additional charge.