Anwar joined the Rurka Kalan Academy of his village (Adampur), which is about 30 kilometres (19 mi) away from the city of Jalandhar when he was in school.

Joga Singh, assistant coach of Punjab Police, recognized Anwar's potential to play as a central defender because of his height, strong physique and strength in the air.

In the National League (now I-League), Anwar was one of the best defenders and his performances played a crucial role in JCT's runner-up finish.

Anwar spent the 2013–14 I-League season with Mumbai, building a strong defensive partnership with promising youngster Sandesh Jhingan whom he knew from his time at United Sikkim, helping his side avoid relegation.

[7] Anwar formed a formidable partnership with Gouramangi Singh at the heart of the central defence as India conceded only three goals in five matches.