No!! Google doesn't penalize any website for not being mobile friendly. Instead what Google's latest update did is that whenever a person use Google Search from mobiles and tablets then only those websites will be shown in result which responsive and can be viewed good in that mobile. But if you would search from a desktop then all the results will show as they rank (means without removing the non responsive websites).