Intracellular delivery and endosomal release of antisense oligonucleotides remain a significant challenge in the development of gene‐targeted therapeutics. Previously, noncovalently cyclized TAT peptide (Cyc‐TAT), in which the final ring‐closing step is accomplished by hybridization of two short complementary γPNA segments, has been proven more efficient than its linear analogues at entering cells. As Cyc‐TAT also readily accommodates a binding site, that is, an overhanging γPNA sequence, for codelivery of functional nucleic acid probes into cells, we were able to demonstrate that the overhang‐Cyc‐TAT penetrated into A549 cells when carrying an anti‐telomerase γPNA that specifically reduced telomerase activity by over 97 %. Herein, we report that the cyclized TAT(FAM) can escape endosomes much more efficiently than the linear TAT(FAM) after LED illumination (490 nm). Based on this observation, the endosomal release of overhang‐Cyc‐TAT(FAM)/anti‐telomerase γPNA complex can be greatly enhanced by photoactivation, thus shortening cell treatment time from 60 to 3 h, while keeping the same high efficiency in inhibiting telomerase activity inside A549 cells.