The programming language known for supporting multidimensional arrays is Fortran. Historically used for numerical computation and engineering applications, Fortran facilitates the creation and manipulation of arrays in multiple dimensions, making it ideal for scientific computing. Other languages like Python and Java also support multidimensional arrays, but Fortran remains notable for its performance and efficiency in handling complex mathematical calculations across various dimensions.