To simplify Kirubaharan's answer a bit:
df['Datetime'] = pd.to_datetime(df['date'] + ' ' + df['time'])
df = df.set_index('Datetime')
And to get rid of unwanted columns (as OP did but did not specify per se in the question):
df = df.drop(['date','time'], axis=1)