Morozov's parents introduced him to skating when he was five after doctors advised them that he needed more exercise. He was a singles skater until the age of 16 when he took up ice dancing. He spent one year working with coach Natalia Linichuk in Switzerland and was paired with Olga Pershankova. Representing Azerbaijan, they placed 21st at the 1994 World Championships.