Multimode (MM) fibers have not been considered as useful in the context of optical trapping by radiation pressure forces due to the quality of the light output from them, both in terms of the spot size after focusing and the complex intensity pattern (speckle pattern), which reduce the optical trapping force. Recently, photophoretic forces, which are of thermal origin, have defined an alternative route of optical trapping of absorbing microparticles in air. Here, we show that a single MM fiber facilitates significantly more robust optical traps for trapping and manipulation of such microparticles compared to a single-mode fiber. We carefully study the dependency of trapping on speckle patterns generated from different modes from an MM fiber and explain our observations by numerical simulations, thus also determining stable trapping conditions from force balance equations. Interestingly, we also observe large oscillations of the trapped particle along the z-direction for trapping using an MM fiber, which may be demonstrative of an effective restoring force for photophoretic trapping even in the axial direction. The inherent ease-of-use, portability, and flexibility of MM fibers may introduce a new paradigm in optical traps based on photophoretic forces.