To elaborate a little bit: while it may not be possible to limit the area of interest to Horn of Africa at the download time it certainly is possible to do so on the downloaded netcdf file itself.
It will require a vector representation of your area of interest (suppose country borders, easily downloaded from Natural Earth or GADM) and a combination of raster::mask() and raster::crop() calls.
The process has been discussed in the folowing post: