Catalysis of the reaction: 2-hydroxy-5-methylsulfanyl-3-oxopent-1-enyl phosphate + H2O = 1,2-dihydroxy-5-(methylsulfanyl)pent-1-en-3-one + phosphate.
2-hydroxy-3-keto-5-methylthio-phosphopentene phosphatase activity