No rain in savannah and desert rivers

Rivers are considered as biomes, and when the weather is rainy, it rains in them. But if a river is located in a desert, savannah, or between them, it looks very bizarre because it doesn't rain in these biomes, so there is only a veil of rain above the river. It would be more realistic if it didn't rain on these rivers.