The Software-Defined Networks (SDNs) face persistent threats from various adversaries that attack them using different methods to mount Denial of Service attacks. These attackers have different motives and follow diverse tactics to achieve their nefarious objectives. In this work, we focus on the impact of CrossPath attacks in SDNs and introduce our framework, Mirage, which not only detects but also mitigates this attack. Our framework, Mirage, detects SDN switches that become unreachable due to being under attack, takes proactive measures to prevent Adversarial Path Reconnaissance, and effectively mitigates CrossPath attacks in SDNs. A CrossPath attack is a form of link flood attack that indirectly attacks the control plane by overwhelming the shared links that connect the data and control planes with data plane traffic. This attack is exclusive to in band SDN, where the data and the control plane, both utilize the same physical links for transmitting and receiving traffic. Our framework, Mirage, prevents attackers from launching adversarial path reconnaissance to identify shared links in a network, thereby thwarting their abuse and preventing this attack. Mirage not only stops adversarial path reconnaissance but also includes features to quickly counter ongoing attacks once detected. Mirage uses path diversity to reroute network packet to prevent timing based measurement. Mirage can also enforce short lived flow table rules to prevent timing attacks. These measures are carefully designed to enhance the security of the SDN environment. Moreover, we share the results of our experiments, which clearly show Mirage's effectiveness in preventing path reconnaissance, detecting CrossPath attacks, and mitigating ongoing threats. Our framework successfully protects the network from these harmful activities, giving valuable insights into SDN security.