Energy issues are sensitive for the four Visegrad countries as European Union (EU) member states; thus, this area’s convergence might be problematic for these countries. There is a clear research gap concerning the processes of Europeanization of the energy policy in the Visegrad countries. This article aims to identify and evaluate the progress of four Visegrad countries (V4) in implementing the EU energy goals in the context of the Europeanization. The article uses three main methods: Hellwig’s method, Kendall’s rank concordance coefficient, and k-means clustering. These calculations will allow one to study the Europeanization processes, which means checking the gamma convergence. For calculations, we use the available statistical data from Eurostat for the years 2005−2018. Poland and other Central European countries, including Czechia, and Hungary, largely depend on coal for their energy needs. The empirical results have shown that there have been no significant changes in the classification of EU countries in terms of their fulfillment of the EU climate and energy targets in the analyzed period. This is the case in all EU member states, including the Visegrad Group countries, but except for Poland. This means that the level of Europeanization of the energy policy and its effectiveness is similar in all member states except for Poland, which is becoming a kind of the exception. Throughout the investigating period, the Czech Republic, Hungary, and Slovakia were close to meeting the set targets and could be rated high compared to the EU countries. Poland, especially since 2015, has been noticeably and increasingly distanced from the other V4 countries. It can be perceived as a gradual drift away from Europeanization of the EU climate and energy policy in Poland.