Text compression is important for shrinking textual data and conserving storage, bandwidth, and computational efficiency.A new method called RejuvenateForme using transformer-based approach is proposed for text decompression.The method incorporates a meticulous pre-processing technique and a lossless compression algorithm.RejuvenateForme achieves state-of-the-art compression ratios and shows comprehensive efficacy in terms of BLEU scores.