It is predicted that for sufficiently strong electron-phonon coupling an anomalous quantum chaotic behavior develops in certain types of suspended electro-mechanical nanostructures, here represented by a thin cylindrical quantum dot (billiard) on a suspended rectangular dielectric plate. The deformation potential and piezoelectric interactions are considered. As a result of the electron-phonon coupling between the two systems the spectral statistics of the electro-mechanic eigenenergies exhibit an anomalous behavior. If the center of the quantum dot is located at one of the symmetry axes of the rectangular plate, the energy level distributions correspond to the Gaussian Orthogonal Ensemble (GOE), otherwise they belong to the Gaussian Unitary Ensemble (GUE), even though the system is time-reversal invariant. The possibility of engineering devices at the nano and micro scales has openned a great avenue for testing fundamental aspects of quantum theory, otherwise difficult to probe in natural atomic size systems. In particular, mesoscopic structures have played an important role in the experimental study of quantum chaos [1], mainly through the investigation of the transport properties of quantum dots [2] and quantum well structures [3] in the presence of magnetic field. However, some hard to control characteristics of such structures can prevent the full observation of quantum chaotic behavior. For instance, the incoherent influence of the bulk on the electronic dynamics hinders the observation of the so called eigenstate scars [4] in quantum corrals [5]. Also, Random Matrix Theory (RMT) predictions to the Coulomb blockade peaks in quantum dots may fail due to coupling to the environment [6]. Alternatively, suspended nanostructures, due to their particular architecture, are ideal candidates for investigating as well as implementing coherent phenomena in semiconductor devices [7,8]. In special, to understand in a controlled way how phonons influence electronic states and affect the system dynamics, possibly leading to a chaotic behavior. Such point is of practical relevance since it bears the question of stability of quantum computers [9,10], whose actual implementation could be prevented by the emergence of chaos [11].A remarkable characteristic of the quantum chaotic systems is the manifestation of universal statistical features that occur irrespective to their physical nature (e.g., the energy spectra of spinless particles). According to RMT the resulting spectra for systems with and without time-reversal invariance (TRI) are typically described by random matrices of the Gaussian Orthogonal Ensemble (GOE) and Gaussian Unitary Ensemble (GUE), respectively. This property was conjectured by Bohigas et al.[12] and has been firmly established by theoretical and experimental examination [1,13]. However, there are exceptions to this rule, which consist of the special class of time-reversal invariant systems with point group irreducible representations that can exhibit the GUE statistics [14,15]. The family of systems p...