Let me take the Umbrella in case it rains means
AThere is a possibility of raining so let me take the Umbrella
BLet me wait and see and if it rains let me take the Umbrella
CIt is sure to rain so let me take the Umbrella
DThere is no possibility of it raining but still let me take the Umbrella