Lockdown measures to contain COVID-19 pandemic has resulted in a considerable change in air pollution worldwide. We estimate the temporal and diurnal changes of the six criteria air pollutants, including particulate matter (PM
2.5
and PM
10
) and gaseous pollutants (NO
2
, O
3
, CO, and SO
2
) during lockdown (25
th
March – 3
rd
May 2020) across regions of India using the observations from 134 real-time monitoring sites of Central Pollution Control Board (CPCB). Significant reduction in PM
2.5
, PM
10
, NO
2,
and CO has been found in all the regions during the lockdown. SO
2
showed mixed behavior, with a slight increase at some sites but a comparatively significant decrease at other locations. O
3
also showed a mixed variation with a mild increase in IGP and a decrease in the South. The absolute decrease in PM
2.5
, PM
10,
and NO
2
was observed during peak morning traffic hours (08–10 Hrs) and late evening (20–24 Hrs), but the percentage reduction is almost constant throughout the day. A significant decrease in day-time O
3
has been found over Indo Gangetic plain (IGP) and central India, whereas night-time O
3
has increased over IGP due to less O
3
loss. The most significant reduction (∼40–60%) was found in PM
2.5
and PM
10
. The highest decrease in PM was found for the north-west and IGP followed by South and central regions. A considerable reduction (∼30–70%) in NO
2
was found except for a few sites in the central region. A similar pattern was observed for CO having a ∼20–40% reduction. The reduction observed for PM
2.5
, PM
10
, NO
2,
and enhancement in O
3
was proportional to the population density. Delhi’s air quality has improved with a significant reduction in primary pollutants, however, an increase in O
3
was observed. The changes reported during the lockdown are combined effect of changes in the emissions, meteorology, and atmospheric chemistry that requires detailed investigations.