局方曾經諗過喺大成街或者雙鳳街嘅綜合大樓作為館址，但當時兩項工程冇落實到而放棄。1975年4月，局方建議喺黃大仙飛鳳街嘅長春大廈作租鋪設館，但遭到圖書館專責委員會否決。1976年4月，局方提出短期方案，建議喺黃大仙區設立一間約4，000平方呎嘅小型分區圖書館，預計1977/78年度啟用，但最終冇實行到。
The bureau once thought of using the complex on Tai Shing Street or Shuangfeng Street as the site of the museum, but the two projects were not implemented at that time and were abandoned. In April 1975, the Library's proposal to rent a library at Conservancy Building at Feifeng Street, Wong Tai Sin, was rejected by the Library Select Committee. In April 1976, the Bureau put forward a short-term proposal to set up a small district library of about 4,000 square feet in Wong Tai Sin District, which was expected to be opened in 1977/78, but it was not implemented.