Using comprehensive analysis of a time-series RNA-seq data obtained from human macrophages infected with virulent or avirulent strains of Mtb, we show extensive remodeling of alternate splicing in macrophage transcriptome. The global nature of this regulation was evident since genes belonging to functional classes like trafficking, immune response, autophagy, redox and metabolism showed marked departure in the pattern of splicing in the infected macrophages. The systemic perturbation of splicing machinery in the infected macrophages was apparent as genes involved at different stages of spliceosome assembly were also regulated at the splicing level. Curiously there was a considerable increase in the expression of truncated/non-translatable variants of several genes, specifically upon virulent infections. Increased expression of truncated transcripts correlated with a decline in the corresponding protein levels. We verified the physiological relevance for one such candidate gene RAB8B; whose truncated variant gets enriched in H37Rv infected cells. Upon tweaking relative abundance of longer or shorter variants of RAB8B transcripts by specialized transduction, mycobacterial targeting to lysosomes could be promoted or blocked respectively, which also resulted in corresponding changes in the bacterial survival. Our results show RAB8B recruitment to the mycobacterial phagosomes is required for phagosome maturation. Thus the abundance of truncated RAB8B variant helps virulent Mtb survival by limiting the RAB8B levels in the cells, a mechanism which we subsequently verified in human primary macrophages. Taken together we demonstrate alternate splicing as a new locus of intervention by Mtb and provide attractive alternative to exploit for novel drug targets against Mtb.