Born in Scotland and brought up in a Labour-supporting family, Qaisar-Javed was an active member of Scottish Labour and became general secretary of Muslim Friends of Labour. She campaigned for a "Yes" vote in the 2014 Scottish independence referendum, and after that defeat she left Labour and joined the SNP.