In 2008, a class of binary sequences of period N = 4(2 k − 1)(2 k + 1) with optimal autocorrelation magnitude has been presented by Yu and Gong based on an m-sequence, the perfect sequence (0, 1, 1, 1) of period 4 and interleaving technique. In this paper, we study the 2-adic complexities of these sequences. Our results show that they are larger than N − 2⌈log 2 N ⌉ (which is far larger than N/2) and could attain the maximum value N if suitable parameters are chosen, i.e., the 2-adic complexity of this class of interleaved sequences is large enough to resist the Rational Approximation Algorithm.