Having trouble with SKSE

So I have SSE in my pc and I have several mods downloaded that require SKSE to run. But every time I go to steam and try to run SKSE it doesn’t start and instead sends me to the Skyrim store page. Has anyone else had this problem? How can I run SKSE without having classic Skyrim installed?