It was stalwart India goalkeeper and former skipper Savita Punia's 300th international match but she was beaten in the seventh minute by a reverse hit from a Reijnen.
India's star drag-flicker Harmanpreet Singh was on Tuesday named among the five nominees for the men's Player of the Year honour.
The Netherlands entered the Olympics women's hockey final for the fifth straight time after a thumping 5-1 victory over 2016 Rio Olympic champions Britain, in Tokyo, on Wednesday.
India's women's hockey team fought valiantly in the first two quarters before losing steam and went down 1-5 to world No. 1 the Netherlands in their opening pool match at the Tokyo Olympics on Saturday.