RNA-seq libraries were made from youngest leaves of Oryza sativa and O. australiensis under heat stress and recovery conditions. Libraries pooled replicates from four plants, prepared with TruSeq Stranded mRNA kit, and sequenced paired-end on Illumina HiSeq 2500.