The concept of the skew energy of a digraph was introduced by Adiga, Balakrishnan and So in 2010. An oriented graph is a simple undirected graph with an orientation, which assigns to each edge a direction so that becomes a directed graph. Then is called the underlying graph of . Let be the skew-adjacency matrix of and denote all the eigenvalues of . The skew energy of is defined as the sum of the absolute values of all eigenvalues of . Recently, Gong, Li and Xu determined all oriented graphs with minimal skew energy among all connected oriented graphs on vertices with () arcs. In this paper, we determine all oriented graphs with the second and the third minimal skew energy among all connected oriented graphs with vertices and () arcs. In particular, when the oriented graphs are unicyclic digraphs or bicyclic digraphs, the second and the third minimal skew energy is determined.