The increase in prices, which was fastest in nearly three and half years and was triggered by higher raw material costs, also spoiled the case for any immediate interest rate cut by the Reserve Bank and supported the recent shift in its monetary policy stance from 'accommodative' to 'neutral'.
The modest expansion in factory output was largely driven by a rebound in export demand and the job scenario turned sluggish and the business confidence among manufacturers was subdued, the survey showed.
A reading above 50 indicates expansion while any score below the mark means contraction.
February is the second straight month of expansion for the manufacturing sector after the demonetisation-induced contraction at the end of 2016.
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"Indian manufacturers benefited from recovering demand and raised production volumes in response to another expansion in inflows of new work," said Pollyanna De Lima, Economist at IHS Markit and author of the report.
"Of concern, higher commodity prices resulted in increased cost burden facing manufacturers. The sharp rate of inflation seen in February was the most pronounced in two-and-a-half years and led factory charges to be raised at the quickest pace in 40 months," Lima said.
The rate of inflation was strongest since October 2013.
However, the latest PMI reading was much weaker than the long-run series average (54.2), largely reflecting sub-par growth for output and new business.
"However, with growth rates well below-par, the sector still has many areas to develop before it can fire on all cylinders," Lima said.
"Businesses don't yet seem convinced as to the sustainability of the rebound as highlighted by cuts to payroll numbers and destocking initiatives," Lima added.
As per the survey, confidence among Indian manufacturers was relatively subdued in February.
The surge in inflation is likely to cause demand from price-sensitive consumers to fall and potentially jeopardise the economic recovery, Lima added.
The Reserve Bank in its policy review meet on February 8 kept key interest rate unchanged at 6.25 per cent and said it is awaiting more clarity on the inflation trend and impact of demonetisation on growth.