This is the high speed rail that connects Makkah to Medina and passes by Jeddah. It runs all year long and has massive stations.

You are probably thinking of this https://en.wikipedia.org/wiki/Al_Mashaaer_Al_Mugaddassah_Metro_line which only runs during Hajj.