Myotis escalerai was named by Ángel Cabrera in 1904, on the basis of four specimens from two localities in eastern Spain.
However, a 2006 study by Carlos Ibáñez and colleagues found that M. nattereri in fact included several cryptic species with highly distinguished DNA sequences characteristics, even though morphological differences were small or nonexistent.