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The movement of plants due to gravity is called 'gravitropism'. 'Tropism' means to move. No-one really knows exactly why plants can sense gravity.
Experiments by NASA have shown that plants in space grow in weird spirals. One idea is that gravity makes heavy starch granules inside plant cells fall to the bottom of cells. This may trigger the plants ability to find 'up. For more information see Science@NASA