Why is DMA running continuously?
The "Circular mode" is responsible for this behaviour. 

(I have overseen that the same DMA instance was initialized by HAL library in the file "the stm32f7xx_hal_msp.c" in the function "HAL_SAI_MspInit()". So my configuration was being overwritten.)