Antimicrobial resistance causes substantial risks to human health globally, and millions of people die worldwide due to multiple drug resistances. Beta-lactam drugs are common for curing infections, and resistance to these drugs cause serious threat to humans. The resistance is acquired by the gram-negative Pseudomonas aeruginosa by producing beta-lactamases such as metallo beta-lactamase (MBL), extended-spectrum beta-lactamase enzymes (ESBL), and AmpC β-lactamases. Hence, this study was intended to detect the occurrence of MBL, ESBL, and AmpC β-lactamases producing P. aeruginosa and to evaluate antibiotic sensitivity at the Pandit Bhagwat Dayal Sharma, Post Graduate Institute of Medical Sciences, Rohtak, Haryana, India. A total of 163 P. aeruginosa were isolated from the different samples of patients, such as urine, blood, sputum, pus, and pleural fluids. The P. aeruginosa was characterized morphologically, biochemically, and with matrix-assisted laser desorption ionization-time of flight mass spectrometry. Their antibiotic sensitivity was evaluated by the Kirby-Baur disc diffusion method. Antibiotic sensitivity tests of P. aeruginosa showed 163/163 were susceptible to Polymyxin-B, 78/163 and 65/163 were resistant against Ceftazidime (CAZ) and IMP antibiotics, respectively. The IMP, CAZ, and cefoxitin-resistant isolates were selected and further evaluated for ESBL, MBL, and AmpC enzyme production. In conclusion, the findings of this study indicated a significant presence of ESBL, MBL, and AmpC enzyme-producing P. aeruginosa among the patients. The ESBL prevalence was much higher in indoor patients than in outdoor patients. The total prevalence of MBL-producing strains in Imipenem-resistant P. aeruginosa (IRPA) was (46/62) 74.19%, which is an alarming signal. There was a higher prevalence of IRPA MBL-producing strains in indoor patients (36/46) 78.6% as compared to outdoor patients (10/16) 62.50%. Identification of bronchoalveolar lavage and sputum was also done using the Biofire Film Array, which revealed the resistant genes, including NDM (20 genes), CTX-M (17 genes), OXA-48-like (9 genes), VIM (5 genes), and IMP (2 genes). Antibiotics like cefotaxime and CAZ have less effect, but carbapenems and aminoglycosides are the best options for treating ESBL-producing P. aeruginosa. Drugs not recommended for treating this pathogen are penicillins and sulfonamides like co-trimoxazoles. Strict infection control measures, careful monitoring of antibiotic administration, and routine screening for ESBL-producing strains are advised before treating the patients.