Sevilla had a €35m option to make the deal permanent but won't be triggering it.
"Another season ends, thank you Sevilla for the incredible reception," Silva wrote on Instagram.
“I loved the spirit of the club and city. I hope the future brings good things!"
The Portugal international scored nine goals for the season.