Although RNA-based biological processes and therapeutics have gained increasing interest, purification of in vitro transcribed RNA generally relies on gel-based methods that are time-consuming, tedious and denature the RNA. Here, we present a reliable procedure for affinity batch purification of RNA, which exploits the high-affinity interaction between the boxB RNA and the N-peptide from bacteriophage λ. The RNA of interest is synthesized with an ARiBo tag, which consists of an activatable ribozyme (the glmS ribozyme) and the λBoxB RNA. This ARiBo-fusion RNA is initially captured on Glutathione-Sepharose resin via a GST/λN-fusion protein, and the RNA of interest is subsequently eluted by ribozyme self-cleavage using glucosamine-6-phosphate. Several GST/λN-fusion proteins and ARiBo tags were tested to optimize RNA yield and purity. The optimized procedure enables one to quickly obtain (3 h) highly pure RNA (>99%) under native conditions and with yields comparable to standard denaturing gel-based protocols. It is widely applicable to a variety of RNAs, including riboswitches, ribozymes and microRNAs. In addition, it can be easily adapted to a wide range of applications that require RNA purification and/or immobilization, including isolation of RNA-associated complexes from living cells and high-throughput applications.