After spending one season with Friends, he joined Three Star and stayed there till 2009 winning ‘A’ Division League along with numerous knockout tournaments.
After donning Laxmi Hyundai Manang Marshyagdi Club jersey for a season in 2010, Bijay returned to Three Star and helped the team lift League title for the second time.
Gurung was the key member of the U-19 national football team that cross the group stage of AFC U-19 Qualifiers for the first time in 2003.
[8] His last international match during group A qualifiers of AFC Challenge Cup at home turf against Palestine on March 6, 2013.
He declared his retirement after failing to make on the national squad for first time in 9 years during 2013 SAFF Championship.