The friendly on June 3rd will be the Dutch team's farewell game before they travel to the USA, where they are expected to play another preparation match before their opening Group F clash with Japan in Dallas on June 14th.
Algeria have been drawn in World Cup Group J along with Argentina, Austria and Jordan.
The Netherlands have another North African country, Tunisia, in their group and play them in Kansas City on June 25th.
The Dutch team will play two friendlies this month, against Norway in Amsterdam and Ecuador in Eindhoven.