The evolution of anti-tumor immune surveillance during initiation and progression of preneoplasia into invasive lung adenocarcinoma (ADC) and its underlying molecular changes are largely unknown. To fill this void, we characterized the immune contexture of invasive lung ADC (n=12) and its precursors of consecutive developmental stages including preneoplasia atypical adenomatous hyperplasia (AAH, n=22), adenocarcinoma in situ (AIS, n=16), minimally invasive adenocarcinoma (MIA, n=28) as well as paired normal lung tissues (NL, n=53) by transcriptomic profiling of 770 genes of nCounter PanCancer Immune Profiling Panel (Nanostring), T cell receptor (TCR) sequencing and multiplex immunofluorescence (mIF). Our results demonstrated that anti-tumor immunity evolved as a continuum from AAH to AIS, MIA and invasive lung ADC with a gradually less effective and more intensely regulated immune response evidenced by down-regulation of immune activation pathways, up-regulation of immunosuppressive pathways, higher infiltration of CD4+ T cells, lower infiltration of CD8+ T cells, increased CD4/CD8 ratio, decreased T cell clonality, lower frequencies of top T cell clones in later stages. Further correlation of these immune features with exome sequencing and methylation data demonstrated that the immune response could be impacted by oncogene mutation status, HLA loss, chromosomal copy number aberrations and DNA methylation aberrations suggesting that only cells in preneoplasia with the ideal combination of these molecular features enabling rapid proliferation and evasion from host immune could outgrow into the dominant clones in invasive lung ADCs. Importantly, the immune activation and evasion have started at preneoplastic stage advocating for immunotherapy in patients with lung ADC precursors for prevention of invasive lung cancers.