To convert a whole DataFrame into a numpy array, use
df = df.values()
If i understood you correctly, you want seperate arrays for every trial though. This can be done like this:
data = [df.iloc[:, [0, i]].values() for i in range(1, 20)]
which will make a list of numpy arrays, every one containing the first column with temperature and one of the trial columns.
