Sounds like you want to "extract by mask", you create another raster (or polygon) and crop back to that, so everything outside the polygon\raster mask is lost. This will change the extent of you image raster.
check the values in the image versus those in the border, it is quite possible that the black that you see doesn't have the same value and unlikely that areas within the image are nodata whereas those around the periphery are
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