There are 1 train company operating 3 routes - Línea 77, C-2, C-3. The cheapest train costs $43 and is 2h 41min.
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There are 3 ways to travel from Villahermosa to Madrid. 4 buses, 1 train and 1 by car are possible between the two areas. The by car from Villahermosa to Madrid is the cheapest. The train operated by Renfe running from Valdepeñas to Castillejo-Añover is the fastest. The train operated by Renfe running from Valdepeñas to Madrid Atocha is the most convenient.
It's important to check each mode when booking your ticket so that you can find the best method for you. The cost of each type varies differently, so be sure to use Faretrotter to keep an eye out!